Fake-News Task Preparations: Cognitive Control and Motivated Reasoning

Data cleaning, data checks, and some preparations for further analyses, in particular based on the Fake News Game.
# use groundhog to make code maximally reproducible
if (!require("groundhog", quietly = TRUE)) {
  install.packages("groundhog")
}
library("groundhog")

# use groundhog to install and load packages
pkgs <- c("here",         # System path management
          "tidyverse",    # ggplot, dplyr, %>%, and friends
          "tinytable",    # Lightweight package to create tables
          "modelsummary", # Data and model summaries with tables and plots
          "pandoc",       # Required for saving tables as docx
          "hrbrthemes",   # Additional ggplot themes
          "showtext",     # So that fonts also work on mac
          "extrafont",    # Additional fonts for plots etc
          "patchwork"     # Combine ggplot objects
          )

groundhog.library(pkgs, "2024-07-01") 

Data Preparations

Add the same subj_idx as from the gng_task to the raw data.

data_raw <- data_raw %>%
  left_join(id_table, by = "Participant Private ID")

# check if it worked
id_check <- data_raw %>%
  select(`Participant Private ID`, subj_idx) %>%
  distinct() 

id_check %>% 
  full_join(id_table, by = "Participant Private ID") %>% 
  head()
# A tibble: 6 × 3
  `Participant Private ID` subj_idx.x subj_idx.y
                     <dbl>      <dbl>      <dbl>
1                 11693545        252        252
2                 11693590        382        382
3                 11693585          1          1
4                 11693627        253        253
5                 11693677          2          2
6                 11693724          3          3

Data Check & First Variable Calculations

How many guesses were correct? I also create a new variable that will allow us to filter out these rows later.

data_cal <- data_raw %>%
  mutate(is_correct = case_when(
    Screen == "Question" & !is.na(correct_answer) ~ as.numeric(response) == as.numeric(correct_answer),
    TRUE ~ NA_real_
  )) 
Warning: There was 1 warning in `mutate()`.
ℹ In argument: `is_correct = case_when(...)`.
Caused by warning:
! NAs introduced by coercion
data_cal %>% 
  filter(is_correct == T) %>% 
  select(subj_idx, question_topic, response, correct_answer, guess_correct) %>% 
  tt()

sum(data_cal$is_correct, na.rm = T)

data_cal <- data_cal %>% 
  group_by(subj_idx, question_topic) %>%
  fill(is_correct, .direction = "downup") %>%  
  ungroup()

Did participants pass the Fake News attention check?

# Create task_attention_check variable for attention check responses
data_cal <- data_cal %>%
  mutate(
    task_attention_check = case_when(
      question_topic == "attention01" & response != "2024" ~ "failed",
      question_topic == "attention01" & response == "2024" ~ "passed"
    )
  )

# Check the variable for each participant
task_attention_check_summary <- data_cal %>%
  filter(question_topic == "attention01") %>%
  select(subj_idx, task_attention_check)

# Apply it to all cases of said participant
data_cal <- data_cal %>%
  select(-task_attention_check) %>% 
  left_join(task_attention_check_summary, by = "subj_idx")

Calculate the number of participants who failed it

data_cal %>% 
  distinct(subj_idx, task_attention_check) %>%
  group_by(task_attention_check) %>% 
  summarise(count = n()) %>% 
  tt()
tinytable_64uvhct1r2wsj896rho9
task_attention_check count
failed 8
passed 496

And print the response that the participants gave who failed the check

data_cal %>% 
  filter(question_topic == "attention01" & task_attention_check == "failed") %>% 
  select(subj_idx, response, correct_answer, task_attention_check) %>% 
  tt()
tinytable_achk4ujh27i9ebyvx0c6
subj_idx response correct_answer task_attention_check
79 1215 2024 failed
331 33 2024 failed
124 1215 2024 failed
22 78 2024 failed
152 2000 2024 failed
409 2004 2024 failed
425 1215 2024 failed
444 65 2024 failed

Participant 409 followed up in a Prolific indicated in “Other” at the end that they incorrectly typed the answer.

Calculate Variable for Round

I want to create a variable that indicates which question was shown at which round from 1-10 (excluding “practice” and “attention”).

# Create the round variable
data_cal <- data_cal %>%
  group_by(subj_idx) %>%
  mutate(
    trial_round = case_when(
      trial_id == "practice01" ~ "practice",
      trial_id == "attention01" ~ "attention",
      TRUE ~ as.character(cumsum(trial_id != lag(trial_id, default = first(trial_id)) & trial_id != "practice01" & trial_id != "attention01"))
    )
  ) %>%
  ungroup()

data_cal %>% 
  select(subj_idx, trial_id, trial_round) %>% 
  head(30) %>% 
  tt()
tinytable_lt9w6on1z7dggfvo2d88
subj_idx trial_id trial_round
252 practice01 practice
252 practice01 practice
252 practice01 practice
252 practice01 practice
252 practice01 practice
252 trial05 1
252 trial05 1
252 trial05 1
252 trial05 1
252 trial01 2
252 trial01 2
252 trial06 3
252 trial06 3
252 trial06 3
252 trial06 3
252 attention01 attention
252 trial02 4
252 trial02 4
252 trial03 5
252 trial03 5
252 trial08 6
252 trial09 7
252 trial09 7
252 trial04 8
252 trial04 8
252 trial07 9
252 trial07 9
252 trial10 10
252 trial10 10
382 practice01 practice

Data Cleaning

Join the dataframes

# combine questionnaire with gng scores
data_combined <- questionnaire_data %>% 
  left_join(gng_data, by = "subj_idx")
data_full <- data_cal %>% 
  left_join(data_combined, by = c("Participant Private ID", "subj_idx"))

Select and filter analysis variables

data_sel <- data_full %>% 
  select(subj_idx,
         age_corrected, age_group, gender, edu_group, 
         ideology, ideology_num, partisanship, conservative_rating:reform_rating,
         crt_correct, dogmatism, affective_polarisation, 
         commission_errors:rt_nogo_avg, Screen,
         trial_round, trial_id, trial_type, 
         question_type, question_topic, question, message,
         response, rt, correct_answer, is_correct,
         m_climate:self_m_enhancement,
         task_attention_check, questionnaire_attention_check, 
         attention_start, attention_end
         )
data_fil <- data_sel

# Filter out unneeded screens
initial_rows <- nrow(data_fil)
data_fil <- data_fil %>% filter(!Screen %in% c("Assumption-Check", "News Challenge", "Practice Start", "Feedback Less Than", "Feedback More Than"))
removed_screens <- initial_rows - nrow(data_fil)

# Filter out rows where is_correct is TRUE (but not NA) 
initial_rows <- nrow(data_fil)
data_fil <- data_fil %>% filter(!is_correct %in% TRUE)
removed_is_correct <- initial_rows - nrow(data_fil)

# Create a tibble with the filter information, including duplicate filter
filter_info <- tibble::tibble(
  Filter = c(
    "Rows removed by unnecessary screens",
    "Rows removed by 'is_correct != TRUE'"
  ),
  n = c(
    removed_screens,
    removed_is_correct
  )
)

filter_info %>% 
  tt()
tinytable_i8lq7i6pf7mkfusq9jhf
Filter n
Rows removed by unnecessary screens 3547
Rows removed by 'is_correct != TRUE' 747
data_fil %>%
  group_by(subj_idx, question_type) %>% 
  summarize(count = n(), .groups = 'drop') %>%
  arrange(subj_idx, question_type) %>% 
  head(20) %>% 
  tt()
tinytable_4nbepwrmdbh6fb5i17nk
subj_idx question_type count
1 nonpolitical 4
1 performance 4
1 political 12
1 practice 2
2 nonpolitical 4
2 performance 4
2 political 12
2 practice 2
3 nonpolitical 4
3 performance 4
3 political 12
4 nonpolitical 4
4 performance 4
4 political 12
4 practice 2
5 nonpolitical 2
5 performance 4
5 political 12
5 practice 2
6 nonpolitical 4
data_fil %>% 
  count(subj_idx) %>% 
  filter(n < 15 | n > 25)
# A tibble: 0 × 2
# ℹ 2 variables: subj_idx <dbl>, n <int>

Calculate True / Fake Message

Before we can calculate whether a message was true or fake, we need to calculate the correct answers for the performance questions from the data.

Code correct answer for the performance questions

  • For Go / No-Go I will use 56 - commission errors of each participant, select 100 random participants, and calculate the rank order that each given participant would have within them.
set.seed(42)

gng_correct_answer <- data_fil %>%
  filter(Screen == "Question", question_topic == "gonogo_performance") %>%
  select(subj_idx, commission_errors) %>%
  mutate(gng_performance_score = 56 - commission_errors)

gng_correct_answers <- gng_correct_answer %>%
  rowwise() %>%
  mutate(
    correct_answer = {
      # Sample 100 other participants, excluding the current one
      other_participants <- sample(setdiff(gng_correct_answer$subj_idx, subj_idx), 100)
      
      # Get the scores of those 100 participants
      other_scores <- gng_correct_answer %>%
        filter(subj_idx %in% other_participants) %>%
        pull(gng_performance_score)
      
      # Calculate how many of the 100 participants the current one outperformed
      sum(gng_performance_score > other_scores)
    }
  ) %>%
  ungroup()

gng_correct_answers %>% 
  tt()
tinytable_zz1y944rr8jjjmwup59k
subj_idx commission_errors gng_performance_score correct_answer
252 19 37 45
382 11 45 79
1 20 36 36
253 18 38 40
2 28 28 14
3 20 36 31
254 17 39 53
255 0 56 100
256 11 45 79
4 35 21 1
257 27 29 18
258 30 26 6
259 14 42 64
260 15 41 63
381 19 37 42
8 9 47 89
9 18 38 44
10 15 41 62
262 26 30 18
263 18 38 46
14 28 28 12
84 34 22 5
12 29 27 7
15 15 41 61
380 18 38 46
13 7 49 91
266 14 42 61
16 10 46 83
265 16 40 56
268 18 38 44
20 6 50 94
379 12 44 73
82 23 33 25
18 19 37 45
378 30 26 9
271 24 32 23
83 28 28 18
21 15 41 61
377 12 44 78
376 11 45 78
374 25 31 19
273 11 45 83
80 7 49 90
81 28 28 9
24 26 30 22
375 12 44 75
25 8 48 93
274 18 38 51
27 19 37 41
276 17 39 55
29 17 39 56
28 10 46 82
372 39 17 1
277 34 22 4
279 4 52 99
31 20 36 33
30 8 48 88
281 10 46 76
35 4 52 99
34 19 37 38
282 26 30 17
371 15 41 58
33 12 44 76
369 29 27 8
40 31 25 11
272 13 43 74
283 18 38 43
286 25 31 17
42 16 40 60
370 17 39 53
287 11 45 76
41 19 37 34
285 28 28 13
368 27 29 21
288 18 38 45
39 22 34 31
38 10 46 85
290 28 28 11
44 23 33 26
45 5 51 97
291 13 43 64
293 39 17 1
47 34 22 3
79 29 27 12
46 14 42 71
50 27 29 12
298 42 14 1
43 23 33 29
294 12 44 77
296 10 46 87
297 14 42 70
52 25 31 22
366 5 51 96
56 21 35 35
365 19 37 46
63 25 31 21
304 27 29 13
58 9 47 83
306 11 45 80
51 20 36 39
302 22 34 32
54 8 48 93
57 25 31 24
60 9 47 80
364 15 41 65
53 10 46 82
280 15 41 59
301 29 27 11
65 14 42 65
55 31 25 7
307 21 35 33
305 9 47 83
308 12 44 69
300 3 53 99
59 33 23 3
270 33 23 3
309 33 23 3
71 8 48 90
310 21 35 32
68 16 40 52
299 22 34 30
367 41 15 1
295 20 36 38
48 31 25 7
37 17 39 57
36 25 31 21
284 15 41 53
278 19 37 40
23 16 40 52
275 12 44 74
26 19 37 45
373 25 31 22
19 10 46 86
269 0 56 100
17 8 48 91
267 23 33 27
264 21 35 24
11 43 13 0
261 20 36 37
7 9 47 84
6 10 46 86
5 12 44 77
292 22 34 34
32 10 46 85
49 19 37 39
61 17 39 55
312 33 23 3
70 13 43 64
77 20 36 38
72 20 36 42
316 3 53 100
76 16 40 52
317 20 36 43
363 9 47 85
73 24 32 26
318 14 42 64
78 22 34 26
85 12 44 78
67 12 44 73
326 12 44 71
91 43 13 0
323 29 27 14
69 16 40 62
86 35 21 3
315 17 39 53
324 13 43 64
383 16 40 54
320 25 31 19
327 21 35 37
328 12 44 72
88 18 38 51
322 20 36 42
89 33 23 2
331 27 29 16
362 32 24 6
97 12 44 75
332 12 44 70
313 14 42 66
98 15 41 57
325 20 36 41
329 27 29 15
66 28 28 10
333 6 50 95
336 11 45 86
337 8 48 91
334 26 30 21
314 13 43 70
108 1 55 99
101 22 34 31
106 11 45 73
105 19 37 43
62 29 27 12
109 13 43 64
107 27 29 13
92 3 53 97
330 16 40 55
342 15 41 57
111 18 38 40
338 14 42 67
345 8 48 93
289 25 31 19
344 32 24 5
112 10 46 77
100 16 40 58
343 11 45 80
99 16 40 61
75 15 41 61
94 10 46 86
93 25 31 16
96 24 32 16
321 18 38 48
87 43 13 0
90 20 36 42
113 14 42 53
102 14 42 70
110 16 40 49
115 13 43 63
95 32 24 8
103 13 43 69
339 5 51 95
350 21 35 32
341 10 46 81
114 19 37 44
335 19 37 39
351 9 47 88
349 31 25 7
348 7 49 93
104 9 47 87
319 13 43 67
356 29 27 9
352 31 25 4
118 20 36 34
116 14 42 63
117 18 38 37
354 7 49 94
346 10 46 85
120 18 38 47
74 23 33 36
122 17 39 47
124 12 44 68
123 22 34 26
359 26 30 17
303 23 33 35
357 11 45 82
361 17 39 50
121 14 42 64
340 10 46 83
127 22 34 27
353 18 38 48
128 10 46 82
129 36 20 2
347 8 48 90
311 17 39 52
386 8 48 86
384 30 26 10
64 25 31 20
133 20 36 34
125 4 52 99
360 19 37 52
387 1 55 100
385 25 31 19
389 16 40 60
119 12 44 76
126 29 27 9
132 16 40 48
390 26 30 19
391 30 26 11
134 29 27 14
135 8 48 85
131 14 42 69
388 16 40 49
393 34 22 3
392 27 29 13
396 17 39 58
138 18 38 46
136 11 45 82
139 10 46 80
504 12 44 74
397 24 32 23
395 15 41 66
394 14 42 69
142 23 33 21
141 31 25 6
137 6 50 97
145 24 32 25
22 28 28 15
144 13 43 72
400 25 31 25
146 18 38 44
398 13 43 67
148 9 47 90
140 21 35 39
503 13 43 73
399 9 47 79
401 35 21 2
149 26 30 17
143 20 36 32
403 15 41 56
147 29 27 10
150 18 38 46
153 20 36 31
152 5 51 94
404 19 37 40
154 26 30 21
358 15 41 65
151 25 31 19
402 4 52 97
130 39 17 0
155 11 45 81
500 13 43 69
156 16 40 56
406 12 44 76
502 24 32 24
408 24 32 28
407 6 50 97
161 25 31 22
409 22 34 34
159 20 36 31
411 16 40 58
410 6 50 96
163 25 31 30
412 32 24 6
497 11 45 81
495 22 34 25
167 15 41 55
355 37 19 2
168 5 51 96
416 27 29 18
415 6 50 97
170 26 30 23
417 15 41 59
493 19 37 41
171 18 38 44
419 25 31 15
420 21 35 33
173 8 48 89
172 11 45 83
421 30 26 10
418 9 47 86
176 24 32 24
175 24 32 25
423 17 39 52
177 16 40 55
424 9 47 87
422 9 47 91
426 32 24 7
178 25 31 21
425 17 39 46
180 24 32 23
174 15 41 62
181 11 45 77
430 18 38 42
183 8 48 88
184 7 49 92
432 24 32 32
491 33 23 7
188 19 37 47
189 5 51 94
433 12 44 74
191 24 32 23
435 14 42 67
192 10 46 85
193 19 37 41
489 14 42 63
485 15 41 68
199 21 35 22
436 21 35 32
200 5 51 96
201 28 28 16
439 12 44 70
440 17 39 46
203 13 43 72
441 14 42 65
204 14 42 65
483 28 28 16
482 11 45 75
206 36 20 0
481 27 29 15
442 36 20 2
208 31 25 6
209 16 40 54
443 24 32 27
210 9 47 85
444 28 28 13
211 13 43 76
212 23 33 21
445 15 41 53
446 14 42 73
213 21 35 36
214 16 40 47
480 31 25 7
215 15 41 58
447 15 41 69
217 23 33 32
218 14 42 69
220 18 38 49
453 5 51 93
221 10 46 82
479 18 38 52
223 8 48 94
224 38 18 1
225 8 48 93
455 13 43 68
456 8 48 92
228 21 35 37
229 18 38 44
458 26 30 17
230 17 39 50
231 33 23 4
459 18 38 50
460 26 30 21
235 11 45 78
462 21 35 39
236 20 36 34
238 18 38 47
463 35 21 1
239 19 37 41
464 29 27 7
465 23 33 23
240 19 37 38
466 13 43 68
241 18 38 42
467 17 39 44
468 29 27 11
242 26 30 20
243 19 37 44
469 28 28 12
244 30 26 12
475 21 35 32
246 25 31 18
245 42 14 1
470 17 39 47
247 11 45 84
474 31 25 9
249 20 36 34
471 13 43 68
472 23 33 29
473 28 28 9
251 27 29 11
250 9 47 90
248 10 46 81
476 14 42 61
237 21 35 39
461 9 47 86
234 13 43 67
233 25 31 23
477 5 51 99
232 6 50 90
478 15 41 65
457 27 29 17
227 26 30 22
226 19 37 36
454 12 44 71
222 20 36 37
452 16 40 58
451 10 46 83
450 16 40 63
219 13 43 64
449 24 32 20
448 10 46 83
216 15 41 49
207 15 41 59
205 27 29 13
202 15 41 57
484 18 38 44
438 19 37 42
437 27 29 14
198 9 47 86
197 12 44 78
486 19 37 44
487 31 25 8
196 13 43 72
195 21 35 35
488 15 41 52
194 12 44 77
490 25 31 29
434 7 49 97
190 10 46 88
187 18 38 40
186 21 35 27
185 13 43 74
492 12 44 69
182 13 43 74
429 20 36 35
428 10 46 76
427 14 42 66
179 4 52 95
169 29 27 9
494 23 33 25
414 17 39 52
496 5 51 95
166 10 46 70
164 26 30 14
413 0 56 100
165 26 30 20
499 14 42 66
162 28 28 15
157 20 36 36
498 35 21 3
160 24 32 29
158 19 37 37
501 18 38 42
405 18 38 47
431 24 32 22

And now add those correct_answers back to our data

data_fil <- data_fil %>%
  left_join(
    gng_correct_answers %>% select(subj_idx, correct_answer),
    by = "subj_idx"
  ) %>%
  mutate(
    correct_answer = if_else(
      question_topic == "gonogo_performance",
      correct_answer.y, 
      correct_answer.x
    )
  ) %>%
  select(-correct_answer.x, -correct_answer.y)
  • For the Fake News task I will calculate the squared sum of errors sum(guess - correct_answer)^2 of each participant, then select 100 random participants, and calculate the rank order of each participant within them.
# Calculate the squared sum of errors for each participant 
fakenews_performance <- data_fil %>%
  mutate(
    response = as.numeric(response),
    correct_answer = as.numeric(correct_answer)
  ) %>% 
  filter(Screen == "Question", 
         !question_topic %in% c("gonogo_performance", "fakenews_performance", "cats")) %>%
  group_by(subj_idx) %>%
  summarise(
    squared_sum_errors = sum((response - correct_answer)^2, na.rm = F)
  )

fakenews_performance %>% 
  tt()
tinytable_9x4rfdrnen4cxlwlxjl2
subj_idx squared_sum_errors
1 1647
2 6634
3 2602
4 5906
5 6056
6 6998
7 3293
8 5085
9 1781
10 3101
11 7086
12 9819
13 1787
14 4434
15 7972
16 2838
17 1474
18 5695
19 4283
20 2377
21 1661
22 3790760
23 3211
24 1439
25 1182
26 4469
27 4803
28 2107
29 4778
30 1277
31 3916
32 1407
33 4051
34 8856
35 3277
36 4484
37 1951
38 2658
39 5567
40 6239
41 3236
42 1007
43 1579
44 3702
45 6534
46 2287
47 733
48 2047
49 5140
50 7310
51 3790
52 1958
53 3599
54 4484
55 2445
56 5569
57 1799
58 3018
59 3191
60 2189
61 11374
62 10513
63 5268
64 2022
65 2257
66 3616
67 4730
68 1494
69 2437
70 6481
71 3313
72 9260
73 2571
74 989
75 4805
76 4558
77 4842
78 4723
79 661600
80 2582
81 2615
82 4846
83 10001
84 4992
85 3645
86 3720
87 8107
88 6349
89 1306
90 6533
91 3252
92 620
93 4028
94 2505
95 1274
96 7949
97 8462
98 3516
99 5791
100 2574
101 5865
102 5594
103 1250
104 5396
105 614
106 3652
107 1838
108 7035
109 1141
110 2947
111 3663
112 730
113 6654
114 4565
115 1512
116 6740
117 4019
118 1523
119 4066
120 3423
121 3932
122 3245
123 2209
124 663179
125 4565
126 7877
127 2108
128 4982
129 2593
130 8032
131 1923
132 5088
133 3503
134 2677
135 2154
136 2077
137 6549
138 1970
139 1878
140 1872
141 5011
142 5713
143 3424
144 13834
145 3328
146 3078
147 3651
148 3348
149 2127
150 3780
151 4748
152 5858
153 3346
154 2380
155 6160
156 3502
157 659
158 3558
159 3809
160 2147
161 6759
162 1798
163 3965
164 2565
165 7006
166 2582
167 10621
168 3514
169 1778
170 4477
171 6112
172 6010
173 781
174 12006
175 2423
176 3398
177 5846
178 1825
179 2977
180 9663
181 2947
182 4318
183 6713
184 1886
185 12827
186 6122
187 5134
188 10029
189 4379
190 4423
191 8355
192 2952
193 1531
194 10426
195 5063
196 6889
197 8104
198 3055
199 5446
200 1874
201 4421
202 3398
203 2410
204 3334
205 4793
206 2545
207 3749
208 1713
209 1870
210 4134
211 1015
212 6193
213 2299
214 1848
215 5816
216 2762
217 2005
218 2522
219 4924
220 3291
221 3872
222 2046
223 4072
224 3778
225 2115
226 4270
227 4909
228 2552
229 2031
230 4504
231 3376
232 4331
233 10362
234 1091
235 7841
236 4168
237 5043
238 4647
239 1525
240 5929
241 4942
242 2707
243 1444
244 5017
245 4903
246 2551
247 2066
248 3165
249 1191
250 6479
251 10233
252 4228
253 5801
254 6543
255 4955
256 5268
257 1876
258 1613
259 3167
260 3779
261 5174
262 332
263 4935
264 3233
265 2313
266 4124
267 2185
268 2879
269 5045
270 3484
271 1717
272 7774
273 2195
274 2144
275 3249
276 1861
277 7101
278 1896
279 1338
280 1910
281 494
282 2976
283 3373
284 2774
285 5208
286 6606
287 4594
288 4298
289 5034
290 2579
291 2233
292 9012
293 4550
294 2999
295 602
296 2059
297 4327
298 1773
299 4914
300 8314
301 3599
302 4413
303 5614
304 4412
305 5588
306 5702
307 2229
308 1912
309 3015
310 5874
311 3716
312 2964
313 1587
314 1181
315 2103
316 1569
317 11146
318 2449
319 3189
320 2639
321 2363
322 4103
323 2117
324 2803
325 4040
326 3079
327 2365
328 1193
329 2361
330 7781
331 3969020
332 5640
333 1245
334 1365
335 4794
336 8190
337 2371
338 2887
339 1279
340 4253
341 3646
342 1816
343 1969
344 4979
345 3114
346 3052
347 5503
348 3578
349 4911
350 7493
351 1159
352 2756
353 6226
354 1592
355 6708
356 4051
357 2836
358 1463
359 8581
360 2781
361 1853
362 1899
363 3929
364 2225
365 7048
366 1548
367 5265
368 1219
369 10001
370 1514
371 1236
372 3854
373 5786
374 1362
375 2197
376 2464
377 4093
378 1452
379 2865
380 1311
381 4322
382 1747
383 4769
384 3684
385 6569
386 8675
387 675
388 3746
389 4179
390 3271
391 10430
392 1973
393 2835
394 3500
395 1445
396 1885
397 7972
398 4486
399 2769
400 3460
401 9291
402 3557
403 3288
404 3398
405 3063
406 2032
407 11213
408 2358
409 1372
410 1987
411 4651
412 7240
413 3886
414 3609
415 6517
416 8796
417 2821
418 3634
419 5529
420 6240
421 3253
422 1287
423 3719
424 2639
425 657168
426 4209
427 7119
428 4262
429 3118
430 4239
431 10669
432 2401
433 9627
434 3248
435 6535
436 11427
437 4894
438 8533
439 451
440 2087
441 6646
442 4690
443 9930
444 3844535
445 7252
446 2190
447 3437
448 6005
449 6005
450 2242
451 2327
452 2580
453 3266
454 5402
455 4032
456 2435
457 7551
458 4101
459 1711
460 2626
461 5352
462 1351
463 4264
464 9038
465 4581
466 4564
467 3425
468 1150
469 3610
470 5682
471 14112
472 3339
473 4372
474 5005
475 15102
476 2480
477 3040
478 4026
479 8069
480 6249
481 3728
482 4345
483 4925
484 6378
485 10390
486 2342
487 9464
488 2893
489 3470
490 4175
491 4828
492 2879
493 5730
494 5734
495 1499
496 6285
497 11293
498 8355
499 4305
500 3389
501 4352
502 4825
503 2825
504 5932
set.seed(42)

fakenews_performance_answers <- fakenews_performance %>%
  rowwise() %>%
  mutate(
    correct_answer = {
      # Sample 100 other participants, excluding the current one
      other_participants <- sample(setdiff(fakenews_performance$subj_idx, subj_idx), 100)
      
      # Get the scores of those 100 participants
      other_scores <- fakenews_performance %>%
        filter(subj_idx %in% other_participants) %>%
        pull(squared_sum_errors)
      
      # Calculate how many of the 100 participants the current one outperformed
      sum(squared_sum_errors < other_scores) # Lower squared_sum_errors means better performance
    }
  ) %>%
  ungroup()

fakenews_performance_answers %>% 
  select(subj_idx, squared_sum_errors, correct_answer) %>% 
  tt()
tinytable_zz1y944rr8jjjmwup59k
subj_idx squared_sum_errors correct_answer
1 1647 90
2 6634 15
3 2602 76
4 5906 13
5 6056 22
6 6998 12
7 3293 58
8 5085 27
9 1781 87
10 3101 58
11 7086 9
12 9819 9
13 1787 83
14 4434 35
15 7972 10
16 2838 65
17 1474 97
18 5695 22
19 4283 39
20 2377 76
21 1661 92
22 3790760 0
23 3211 57
24 1439 90
25 1182 98
26 4469 28
27 4803 31
28 2107 83
29 4778 29
30 1277 95
31 3916 48
32 1407 92
33 4051 40
34 8856 9
35 3277 64
36 4484 41
37 1951 79
38 2658 74
39 5567 25
40 6239 15
41 3236 62
42 1007 97
43 1579 89
44 3702 49
45 6534 17
46 2287 81
47 733 95
48 2047 79
49 5140 27
50 7310 9
51 3790 49
52 1958 83
53 3599 49
54 4484 39
55 2445 68
56 5569 26
57 1799 91
58 3018 56
59 3191 58
60 2189 79
61 11374 0
62 10513 5
63 5268 29
64 2022 82
65 2257 73
66 3616 56
67 4730 32
68 1494 94
69 2437 72
70 6481 23
71 3313 60
72 9260 6
73 2571 72
74 989 96
75 4805 27
76 4558 45
77 4842 23
78 4723 34
79 661600 0
80 2582 66
81 2615 69
82 4846 32
83 10001 3
84 4992 36
85 3645 46
86 3720 45
87 8107 7
88 6349 14
89 1306 95
90 6533 19
91 3252 63
92 620 99
93 4028 49
94 2505 75
95 1274 96
96 7949 12
97 8462 8
98 3516 52
99 5791 26
100 2574 78
101 5865 15
102 5594 19
103 1250 95
104 5396 25
105 614 98
106 3652 48
107 1838 87
108 7035 11
109 1141 98
110 2947 59
111 3663 52
112 730 100
113 6654 13
114 4565 28
115 1512 90
116 6740 13
117 4019 52
118 1523 84
119 4066 42
120 3423 55
121 3932 43
122 3245 60
123 2209 75
124 663179 0
125 4565 38
126 7877 17
127 2108 76
128 4982 29
129 2593 66
130 8032 17
131 1923 87
132 5088 18
133 3503 52
134 2677 69
135 2154 79
136 2077 78
137 6549 11
138 1970 80
139 1878 82
140 1872 83
141 5011 31
142 5713 24
143 3424 56
144 13834 1
145 3328 59
146 3078 62
147 3651 51
148 3348 48
149 2127 83
150 3780 44
151 4748 34
152 5858 19
153 3346 54
154 2380 76
155 6160 20
156 3502 58
157 659 100
158 3558 48
159 3809 44
160 2147 69
161 6759 16
162 1798 89
163 3965 53
164 2565 68
165 7006 15
166 2582 72
167 10621 0
168 3514 59
169 1778 89
170 4477 39
171 6112 26
172 6010 23
173 781 99
174 12006 4
175 2423 76
176 3398 53
177 5846 29
178 1825 86
179 2977 61
180 9663 6
181 2947 66
182 4318 45
183 6713 15
184 1886 85
185 12827 0
186 6122 25
187 5134 27
188 10029 4
189 4379 38
190 4423 33
191 8355 11
192 2952 72
193 1531 90
194 10426 5
195 5063 27
196 6889 18
197 8104 7
198 3055 62
199 5446 29
200 1874 85
201 4421 35
202 3398 52
203 2410 70
204 3334 59
205 4793 32
206 2545 66
207 3749 55
208 1713 87
209 1870 88
210 4134 50
211 1015 97
212 6193 17
213 2299 75
214 1848 89
215 5816 24
216 2762 71
217 2005 79
218 2522 65
219 4924 28
220 3291 55
221 3872 49
222 2046 84
223 4072 43
224 3778 50
225 2115 84
226 4270 39
227 4909 31
228 2552 68
229 2031 78
230 4504 39
231 3376 52
232 4331 37
233 10362 6
234 1091 97
235 7841 12
236 4168 42
237 5043 28
238 4647 40
239 1525 90
240 5929 24
241 4942 31
242 2707 69
243 1444 90
244 5017 24
245 4903 35
246 2551 71
247 2066 82
248 3165 65
249 1191 98
250 6479 19
251 10233 8
252 4228 41
253 5801 26
254 6543 13
255 4955 32
256 5268 28
257 1876 87
258 1613 94
259 3167 63
260 3779 48
261 5174 26
262 332 100
263 4935 24
264 3233 63
265 2313 76
266 4124 36
267 2185 75
268 2879 69
269 5045 27
270 3484 60
271 1717 86
272 7774 8
273 2195 80
274 2144 82
275 3249 59
276 1861 83
277 7101 7
278 1896 87
279 1338 98
280 1910 82
281 494 99
282 2976 58
283 3373 51
284 2774 70
285 5208 24
286 6606 20
287 4594 34
288 4298 36
289 5034 21
290 2579 68
291 2233 77
292 9012 3
293 4550 40
294 2999 65
295 602 100
296 2059 89
297 4327 40
298 1773 88
299 4914 32
300 8314 5
301 3599 54
302 4413 48
303 5614 24
304 4412 45
305 5588 22
306 5702 24
307 2229 69
308 1912 82
309 3015 66
310 5874 18
311 3716 51
312 2964 62
313 1587 90
314 1181 97
315 2103 79
316 1569 91
317 11146 3
318 2449 71
319 3189 57
320 2639 69
321 2363 74
322 4103 39
323 2117 76
324 2803 71
325 4040 43
326 3079 70
327 2365 77
328 1193 97
329 2361 72
330 7781 14
331 3969020 0
332 5640 17
333 1245 95
334 1365 92
335 4794 36
336 8190 8
337 2371 76
338 2887 63
339 1279 96
340 4253 43
341 3646 48
342 1816 86
343 1969 84
344 4979 21
345 3114 68
346 3052 67
347 5503 26
348 3578 45
349 4911 26
350 7493 10
351 1159 95
352 2756 70
353 6226 16
354 1592 90
355 6708 12
356 4051 49
357 2836 58
358 1463 92
359 8581 12
360 2781 62
361 1853 82
362 1899 86
363 3929 38
364 2225 73
365 7048 20
366 1548 89
367 5265 26
368 1219 94
369 10001 3
370 1514 94
371 1236 97
372 3854 44
373 5786 23
374 1362 94
375 2197 84
376 2464 65
377 4093 43
378 1452 93
379 2865 66
380 1311 93
381 4322 31
382 1747 89
383 4769 34
384 3684 47
385 6569 23
386 8675 7
387 675 95
388 3746 49
389 4179 38
390 3271 60
391 10430 2
392 1973 84
393 2835 70
394 3500 56
395 1445 92
396 1885 85
397 7972 12
398 4486 39
399 2769 67
400 3460 55
401 9291 6
402 3557 60
403 3288 61
404 3398 55
405 3063 57
406 2032 83
407 11213 4
408 2358 78
409 1372 91
410 1987 81
411 4651 33
412 7240 11
413 3886 43
414 3609 46
415 6517 15
416 8796 0
417 2821 68
418 3634 56
419 5529 20
420 6240 12
421 3253 60
422 1287 95
423 3719 48
424 2639 71
425 657168 1
426 4209 42
427 7119 11
428 4262 45
429 3118 61
430 4239 36
431 10669 4
432 2401 68
433 9627 9
434 3248 58
435 6535 13
436 11427 2
437 4894 41
438 8533 9
439 451 100
440 2087 80
441 6646 13
442 4690 36
443 9930 10
444 3844535 1
445 7252 13
446 2190 72
447 3437 56
448 6005 25
449 6005 15
450 2242 77
451 2327 78
452 2580 68
453 3266 53
454 5402 27
455 4032 48
456 2435 69
457 7551 12
458 4101 49
459 1711 87
460 2626 78
461 5352 25
462 1351 91
463 4264 46
464 9038 6
465 4581 36
466 4564 43
467 3425 55
468 1150 98
469 3610 53
470 5682 24
471 14112 2
472 3339 59
473 4372 47
474 5005 33
475 15102 1
476 2480 70
477 3040 64
478 4026 48
479 8069 11
480 6249 14
481 3728 47
482 4345 33
483 4925 32
484 6378 19
485 10390 5
486 2342 78
487 9464 3
488 2893 69
489 3470 52
490 4175 41
491 4828 32
492 2879 68
493 5730 24
494 5734 26
495 1499 92
496 6285 21
497 11293 3
498 8355 11
499 4305 46
500 3389 55
501 4352 42
502 4825 26
503 2825 72
504 5932 20
# Join it with our data
data_fil <- data_fil %>%
  left_join(
    fakenews_performance_answers %>% select(subj_idx, correct_answer),
    by = "subj_idx"
  ) %>%
  mutate(
    correct_answer = if_else(
      question_topic == "fakenews_performance",
      correct_answer.y, 
      correct_answer.x
    )
  ) %>%
  select(-correct_answer.x, -correct_answer.y)

Calculate True / Fake

A message is True, if (for Screen == Question)

  • response < correct_answer & message == “greater than”

  • response > correct_answer & message == “less than”

A message is Fake, if (for Screen == Question)

  • response > correct_answer & message == “greater than”

  • response < correct_answer & message == “less than”

data_fil <- data_fil %>%
  mutate(news_source = case_when(
    Screen == "Question" & response < correct_answer & message == "greater than" ~ "True",
    Screen == "Question" & response > correct_answer & message == "less than" ~ "True",
    Screen == "Question" & response > correct_answer & message == "greater than" ~ "Fake",
    Screen == "Question" & response < correct_answer & message == "less than" ~ "Fake",
    TRUE ~ NA_character_  
  ))

data_fil <- data_fil %>%
  group_by(subj_idx, question_topic) %>%
  fill(news_source, .direction = "downup") %>%
  ungroup()

Transform into a factor with two levels (True and Fake)

data_fil <- data_fil %>% 
  mutate(news_source = factor(news_source, levels = c("Fake", "True")))

Check if all worked as planned

data_fil %>% 
  filter(Screen == "Question") %>% 
  select(subj_idx, question_topic, response, 
         correct_answer, message, news_source) %>% 
  head(40) %>% 
  tt(theme = "striped")
tinytable_9x4rfdrnen4cxlwlxjl2
subj_idx question_topic response correct_answer message news_source
252 adoption 35 23.0 greater than Fake
252 climate 95 33.0 less than True
252 punishment 40 39.0 greater than Fake
252 gender 23 20.2 less than True
252 discrimination 40 29.0 greater than Fake
252 gonogo_performance 80 45.0 greater than Fake
252 immigration 10 16.8 less than Fake
252 teaculture 65 57.0 greater than Fake
252 fakenews_performance 20 41.0 less than Fake
382 cats 30 70.0 greater than True
382 brain 40 60.0 less than Fake
382 punishment 33 39.0 greater than True
382 immigration 8 16.8 less than True
382 gonogo_performance 66 79.0 less than Fake
382 discrimination 35 29.0 greater than Fake
382 teaculture 75 57.0 less than True
382 adoption 35 23.0 greater than Fake
382 climate 60 33.0 less than True
382 gender 21 20.2 less than True
382 fakenews_performance 70 89.0 less than Fake
1 cats 65 70.0 less than Fake
1 brain 70 60.0 less than True
1 adoption 40 23.0 greater than Fake
1 teaculture 75 57.0 less than True
1 punishment 45 39.0 less than True
1 gender 35 20.2 less than True
1 gonogo_performance 85 36.0 less than True
1 climate 25 33.0 greater than True
1 discrimination 50 29.0 less than True
1 immigration 30 16.8 greater than Fake
1 fakenews_performance 10 90.0 greater than True
253 cats 75 70.0 greater than Fake
253 discrimination 60 29.0 less than True
253 brain 40 60.0 less than Fake
253 adoption 35 23.0 greater than Fake
253 teaculture 40 57.0 less than Fake
253 immigration 48 16.8 less than True
253 gender 60 20.2 greater than Fake
253 punishment 30 39.0 greater than True
253 gonogo_performance 80 40.0 greater than Fake
data_fil %>% 
  select(news_source) %>% 
  datasummary_skim(., type = "categorical")
tinytable_oi3qna8vw0kza68tta5q
news_source N %
Fake 5334 49.5
True 5410 50.2

Calculate Pro / Anti Message based on Issue Motive

A message is Pro, if

  • message == “less than” and motive for this topic == “Lower”

  • message == “greater than” and motive for this topic == “Higher”

A message is Anti, if

  • message == “less than” and motive for this topic == “Higher”

  • message == “greater than” and motive for this topic == “Lower”

Irrespective of the message, if the issue_motive == “Neutral” it stays neutral

data_dir <- data_fil %>%
  mutate(issue_direction = case_when(
    question_topic == "climate" ~ m_climate,
    question_topic == "adoption" ~ m_adoption,
    question_topic == "punishment" ~ m_punishment,
    question_topic == "cats" ~ m_cats,
    question_topic == "teaculture" ~ m_teaculture,
    question_topic == "brain" ~ m_brain,
    question_topic == "gender" ~ m_gender,
    question_topic == "discrimination" ~ m_discrimination,
    question_topic == "immigration" ~ m_immigration,
    question_topic == "gonogo_performance" ~ m_selfenhancement,
    question_topic == "fakenews_performance" ~ m_selfenhancement,
    TRUE ~ NA_character_
  ))

data_mot <- data_dir %>%
  mutate(issue_motive = case_when(
    message == "less than" & issue_direction == "Lower" ~ "Pro",
    message == "greater than" & issue_direction == "Higher" ~ "Pro",
    message == "less than" & issue_direction == "Higher" ~ "Anti",
    message == "greater than" & issue_direction == "Lower" ~ "Anti",
    issue_direction == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

Transform into a factor with three levels (Anti, Neutral, Pro)

data_mot <- data_mot %>% 
  mutate(issue_motive = factor(issue_motive, levels = c("Anti", "Neutral", "Pro")))

Check if this worked

data_mot %>% 
  filter(question_topic == "immigration") %>% 
  select(subj_idx, question_topic, message, m_immigration, issue_motive) %>% 
  tt(theme = "striped")
tinytable_32tc4dkfk9f6c3au6uhd
subj_idx question_topic message m_immigration issue_motive
252 immigration less than Lower Pro
252 immigration less than Lower Pro
382 immigration less than Lower Pro
382 immigration less than Lower Pro
1 immigration greater than Neutral Neutral
1 immigration greater than Neutral Neutral
253 immigration less than Lower Pro
253 immigration less than Lower Pro
2 immigration greater than Higher Pro
2 immigration greater than Higher Pro
3 immigration greater than Neutral Neutral
3 immigration greater than Neutral Neutral
254 immigration greater than Higher Pro
254 immigration greater than Higher Pro
255 immigration less than Higher Anti
255 immigration less than Higher Anti
256 immigration greater than Lower Anti
256 immigration greater than Lower Anti
4 immigration greater than Lower Anti
4 immigration greater than Lower Anti
257 immigration less than Neutral Neutral
257 immigration less than Neutral Neutral
258 immigration greater than Higher Pro
258 immigration greater than Higher Pro
259 immigration greater than Lower Anti
259 immigration greater than Lower Anti
260 immigration less than Lower Pro
260 immigration less than Lower Pro
381 immigration less than Neutral Neutral
381 immigration less than Neutral Neutral
8 immigration greater than Lower Anti
8 immigration greater than Lower Anti
9 immigration greater than Lower Anti
9 immigration greater than Lower Anti
10 immigration greater than Lower Anti
10 immigration greater than Lower Anti
262 immigration less than Lower Pro
262 immigration less than Lower Pro
263 immigration greater than Higher Pro
263 immigration greater than Higher Pro
14 immigration greater than Neutral Neutral
14 immigration greater than Neutral Neutral
84 immigration less than Lower Pro
84 immigration less than Lower Pro
12 immigration greater than Higher Pro
12 immigration greater than Higher Pro
15 immigration less than Lower Pro
15 immigration less than Lower Pro
380 immigration less than Lower Pro
380 immigration less than Lower Pro
13 immigration greater than Lower Anti
13 immigration greater than Lower Anti
266 immigration less than Higher Anti
266 immigration less than Higher Anti
16 immigration greater than Lower Anti
16 immigration greater than Lower Anti
265 immigration greater than Lower Anti
265 immigration greater than Lower Anti
268 immigration less than Neutral Neutral
268 immigration less than Neutral Neutral
20 immigration greater than Lower Anti
20 immigration greater than Lower Anti
379 immigration greater than Higher Pro
379 immigration greater than Higher Pro
82 immigration less than Neutral Neutral
82 immigration less than Neutral Neutral
18 immigration less than Neutral Neutral
18 immigration less than Neutral Neutral
378 immigration less than Lower Pro
378 immigration less than Lower Pro
271 immigration greater than Lower Anti
271 immigration greater than Lower Anti
83 immigration less than Higher Anti
83 immigration less than Higher Anti
21 immigration less than Higher Anti
21 immigration less than Higher Anti
377 immigration greater than Higher Pro
377 immigration greater than Higher Pro
376 immigration greater than Lower Anti
376 immigration greater than Lower Anti
374 immigration less than Lower Pro
374 immigration less than Lower Pro
273 immigration greater than Lower Anti
273 immigration greater than Lower Anti
80 immigration less than Lower Pro
80 immigration less than Lower Pro
81 immigration less than Lower Pro
81 immigration less than Lower Pro
24 immigration greater than Lower Anti
24 immigration greater than Lower Anti
375 immigration less than Lower Pro
375 immigration less than Lower Pro
25 immigration less than Neutral Neutral
25 immigration less than Neutral Neutral
274 immigration greater than Higher Pro
274 immigration greater than Higher Pro
27 immigration greater than Higher Pro
27 immigration greater than Higher Pro
276 immigration less than Lower Pro
276 immigration less than Lower Pro
29 immigration greater than Lower Anti
29 immigration greater than Lower Anti
28 immigration greater than Higher Pro
28 immigration greater than Higher Pro
372 immigration less than Lower Pro
372 immigration less than Lower Pro
277 immigration greater than Lower Anti
277 immigration greater than Lower Anti
279 immigration less than Neutral Neutral
279 immigration less than Neutral Neutral
31 immigration greater than Lower Anti
31 immigration greater than Lower Anti
30 immigration less than Lower Pro
30 immigration less than Lower Pro
281 immigration greater than Lower Anti
281 immigration greater than Lower Anti
35 immigration greater than Lower Anti
35 immigration greater than Lower Anti
34 immigration greater than Higher Pro
34 immigration greater than Higher Pro
282 immigration less than Lower Pro
282 immigration less than Lower Pro
371 immigration less than Lower Pro
371 immigration less than Lower Pro
33 immigration greater than Lower Anti
33 immigration greater than Lower Anti
369 immigration less than Lower Pro
369 immigration less than Lower Pro
40 immigration less than Higher Anti
40 immigration less than Higher Anti
272 immigration greater than Higher Pro
272 immigration greater than Higher Pro
283 immigration less than Lower Pro
283 immigration less than Lower Pro
286 immigration greater than Lower Anti
286 immigration greater than Lower Anti
42 immigration less than Neutral Neutral
42 immigration less than Neutral Neutral
370 immigration less than Lower Pro
370 immigration less than Lower Pro
287 immigration less than Neutral Neutral
287 immigration less than Neutral Neutral
41 immigration less than Lower Pro
41 immigration less than Lower Pro
285 immigration less than Lower Pro
285 immigration less than Lower Pro
368 immigration greater than Lower Anti
368 immigration greater than Lower Anti
288 immigration less than Lower Pro
288 immigration less than Lower Pro
39 immigration less than Neutral Neutral
39 immigration less than Neutral Neutral
38 immigration less than Neutral Neutral
38 immigration less than Neutral Neutral
290 immigration greater than Lower Anti
290 immigration greater than Lower Anti
44 immigration greater than Lower Anti
44 immigration greater than Lower Anti
45 immigration greater than Higher Pro
45 immigration greater than Higher Pro
291 immigration greater than Higher Pro
291 immigration greater than Higher Pro
293 immigration less than Lower Pro
293 immigration less than Lower Pro
47 immigration greater than Lower Anti
47 immigration greater than Lower Anti
79 immigration less than Higher Anti
79 immigration less than Higher Anti
46 immigration greater than Neutral Neutral
46 immigration greater than Neutral Neutral
50 immigration less than Lower Pro
50 immigration less than Lower Pro
298 immigration less than Higher Anti
298 immigration less than Higher Anti
43 immigration less than Neutral Neutral
43 immigration less than Neutral Neutral
294 immigration less than Lower Pro
294 immigration less than Lower Pro
296 immigration greater than Higher Pro
296 immigration greater than Higher Pro
297 immigration greater than Neutral Neutral
297 immigration greater than Neutral Neutral
52 immigration less than Higher Anti
52 immigration less than Higher Anti
366 immigration less than Higher Anti
366 immigration less than Higher Anti
56 immigration less than Higher Anti
56 immigration less than Higher Anti
365 immigration less than Lower Pro
365 immigration less than Lower Pro
63 immigration less than Lower Pro
63 immigration less than Lower Pro
304 immigration greater than Neutral Neutral
304 immigration greater than Neutral Neutral
58 immigration greater than Lower Anti
58 immigration greater than Lower Anti
306 immigration greater than Higher Pro
306 immigration greater than Higher Pro
51 immigration less than Lower Pro
51 immigration less than Lower Pro
302 immigration less than Neutral Neutral
302 immigration less than Neutral Neutral
54 immigration less than Lower Pro
54 immigration less than Lower Pro
57 immigration greater than Lower Anti
57 immigration greater than Lower Anti
60 immigration less than Lower Pro
60 immigration less than Lower Pro
364 immigration greater than Lower Anti
364 immigration greater than Lower Anti
53 immigration less than Lower Pro
53 immigration less than Lower Pro
280 immigration less than Higher Anti
280 immigration less than Higher Anti
301 immigration less than Lower Pro
301 immigration less than Lower Pro
65 immigration greater than Higher Pro
65 immigration greater than Higher Pro
55 immigration less than Neutral Neutral
55 immigration less than Neutral Neutral
307 immigration less than Lower Pro
307 immigration less than Lower Pro
305 immigration less than Higher Anti
305 immigration less than Higher Anti
308 immigration less than Lower Pro
308 immigration less than Lower Pro
300 immigration less than Neutral Neutral
300 immigration less than Neutral Neutral
59 immigration greater than Lower Anti
59 immigration greater than Lower Anti
270 immigration greater than Higher Pro
270 immigration greater than Higher Pro
309 immigration greater than Lower Anti
309 immigration greater than Lower Anti
71 immigration greater than Lower Anti
71 immigration greater than Lower Anti
310 immigration less than Higher Anti
310 immigration less than Higher Anti
68 immigration greater than Higher Pro
68 immigration greater than Higher Pro
299 immigration greater than Lower Anti
299 immigration greater than Lower Anti
367 immigration greater than Lower Anti
367 immigration greater than Lower Anti
295 immigration less than Lower Pro
295 immigration less than Lower Pro
48 immigration less than Neutral Neutral
48 immigration less than Neutral Neutral
37 immigration less than Higher Anti
37 immigration less than Higher Anti
36 immigration greater than Neutral Neutral
36 immigration greater than Neutral Neutral
284 immigration greater than Lower Anti
284 immigration greater than Lower Anti
278 immigration less than Lower Pro
278 immigration less than Lower Pro
23 immigration less than Neutral Neutral
23 immigration less than Neutral Neutral
275 immigration less than Higher Anti
275 immigration less than Higher Anti
26 immigration less than Higher Anti
26 immigration less than Higher Anti
373 immigration less than Lower Pro
373 immigration less than Lower Pro
19 immigration less than Lower Pro
19 immigration less than Lower Pro
269 immigration less than Higher Anti
269 immigration less than Higher Anti
17 immigration greater than Higher Pro
17 immigration greater than Higher Pro
267 immigration greater than Lower Anti
267 immigration greater than Lower Anti
264 immigration less than Neutral Neutral
264 immigration less than Neutral Neutral
11 immigration less than Higher Anti
11 immigration less than Higher Anti
261 immigration greater than Neutral Neutral
261 immigration greater than Neutral Neutral
7 immigration less than Higher Anti
7 immigration less than Higher Anti
6 immigration greater than Lower Anti
6 immigration greater than Lower Anti
5 immigration greater than Higher Pro
5 immigration greater than Higher Pro
292 immigration less than Neutral Neutral
292 immigration less than Neutral Neutral
32 immigration less than Lower Pro
32 immigration less than Lower Pro
49 immigration greater than Lower Anti
49 immigration greater than Lower Anti
61 immigration greater than Higher Pro
61 immigration greater than Higher Pro
312 immigration less than Neutral Neutral
312 immigration less than Neutral Neutral
70 immigration greater than Lower Anti
70 immigration greater than Lower Anti
77 immigration less than Higher Anti
77 immigration less than Higher Anti
72 immigration greater than Lower Anti
72 immigration greater than Lower Anti
316 immigration less than Higher Anti
316 immigration less than Higher Anti
76 immigration less than Lower Pro
76 immigration less than Lower Pro
317 immigration less than Neutral Neutral
317 immigration less than Neutral Neutral
363 immigration greater than Higher Pro
363 immigration greater than Higher Pro
73 immigration greater than Neutral Neutral
73 immigration greater than Neutral Neutral
318 immigration greater than Neutral Neutral
318 immigration greater than Neutral Neutral
78 immigration greater than Lower Anti
78 immigration greater than Lower Anti
85 immigration greater than Neutral Neutral
85 immigration greater than Neutral Neutral
67 immigration greater than Lower Anti
67 immigration greater than Lower Anti
326 immigration greater than Neutral Neutral
326 immigration greater than Neutral Neutral
91 immigration greater than Lower Anti
91 immigration greater than Lower Anti
323 immigration greater than Lower Anti
323 immigration greater than Lower Anti
69 immigration greater than Lower Anti
69 immigration greater than Lower Anti
86 immigration greater than Neutral Neutral
86 immigration greater than Neutral Neutral
315 immigration greater than Lower Anti
315 immigration greater than Lower Anti
324 immigration greater than Higher Pro
324 immigration greater than Higher Pro
383 immigration less than Lower Pro
383 immigration less than Lower Pro
320 immigration less than Lower Pro
320 immigration less than Lower Pro
327 immigration greater than Higher Pro
327 immigration greater than Higher Pro
328 immigration greater than Lower Anti
328 immigration greater than Lower Anti
88 immigration greater than Neutral Neutral
88 immigration greater than Neutral Neutral
322 immigration less than Neutral Neutral
322 immigration less than Neutral Neutral
89 immigration less than Lower Pro
89 immigration less than Lower Pro
331 immigration greater than Higher Pro
331 immigration greater than Higher Pro
362 immigration less than Lower Pro
362 immigration less than Lower Pro
97 immigration greater than Lower Anti
97 immigration greater than Lower Anti
332 immigration greater than Higher Pro
332 immigration greater than Higher Pro
313 immigration less than Lower Pro
313 immigration less than Lower Pro
98 immigration greater than Lower Anti
98 immigration greater than Lower Anti
325 immigration greater than Lower Anti
325 immigration greater than Lower Anti
329 immigration less than Lower Pro
329 immigration less than Lower Pro
66 immigration less than Neutral Neutral
66 immigration less than Neutral Neutral
333 immigration greater than Neutral Neutral
333 immigration greater than Neutral Neutral
336 immigration less than Lower Pro
336 immigration less than Lower Pro
337 immigration less than Lower Pro
337 immigration less than Lower Pro
334 immigration greater than Lower Anti
334 immigration greater than Lower Anti
314 immigration less than Lower Pro
314 immigration less than Lower Pro
108 immigration less than Higher Anti
108 immigration less than Higher Anti
101 immigration less than Neutral Neutral
101 immigration less than Neutral Neutral
106 immigration less than Lower Pro
106 immigration less than Lower Pro
105 immigration less than Lower Pro
105 immigration less than Lower Pro
62 immigration greater than Higher Pro
62 immigration greater than Higher Pro
109 immigration greater than Lower Anti
109 immigration greater than Lower Anti
107 immigration greater than Higher Pro
107 immigration greater than Higher Pro
92 immigration greater than Lower Anti
92 immigration greater than Lower Anti
330 immigration less than Higher Anti
330 immigration less than Higher Anti
342 immigration greater than Lower Anti
342 immigration greater than Lower Anti
111 immigration greater than Lower Anti
111 immigration greater than Lower Anti
338 immigration less than Lower Pro
338 immigration less than Lower Pro
345 immigration greater than Higher Pro
345 immigration greater than Higher Pro
289 immigration less than Lower Pro
289 immigration less than Lower Pro
344 immigration less than Higher Anti
344 immigration less than Higher Anti
112 immigration less than Lower Pro
112 immigration less than Lower Pro
100 immigration less than Lower Pro
100 immigration less than Lower Pro
343 immigration greater than Lower Anti
343 immigration greater than Lower Anti
99 immigration less than Lower Pro
99 immigration less than Lower Pro
75 immigration less than Higher Anti
75 immigration less than Higher Anti
94 immigration greater than Lower Anti
94 immigration greater than Lower Anti
93 immigration less than Higher Anti
93 immigration less than Higher Anti
96 immigration less than Lower Pro
96 immigration less than Lower Pro
321 immigration less than Lower Pro
321 immigration less than Lower Pro
87 immigration less than Neutral Neutral
87 immigration less than Neutral Neutral
90 immigration less than Neutral Neutral
90 immigration less than Neutral Neutral
113 immigration greater than Lower Anti
113 immigration greater than Lower Anti
102 immigration less than Lower Pro
102 immigration less than Lower Pro
110 immigration greater than Higher Pro
110 immigration greater than Higher Pro
115 immigration greater than Higher Pro
115 immigration greater than Higher Pro
95 immigration greater than Neutral Neutral
95 immigration greater than Neutral Neutral
103 immigration less than Lower Pro
103 immigration less than Lower Pro
339 immigration less than Neutral Neutral
339 immigration less than Neutral Neutral
350 immigration greater than Lower Anti
350 immigration greater than Lower Anti
341 immigration less than Lower Pro
341 immigration less than Lower Pro
114 immigration less than Higher Anti
114 immigration less than Higher Anti
335 immigration less than Higher Anti
335 immigration less than Higher Anti
351 immigration greater than Neutral Neutral
351 immigration greater than Neutral Neutral
349 immigration less than Lower Pro
349 immigration less than Lower Pro
348 immigration less than Neutral Neutral
348 immigration less than Neutral Neutral
104 immigration greater than Neutral Neutral
104 immigration greater than Neutral Neutral
319 immigration greater than Neutral Neutral
319 immigration greater than Neutral Neutral
356 immigration less than Lower Pro
356 immigration less than Lower Pro
352 immigration greater than Lower Anti
352 immigration greater than Lower Anti
118 immigration less than Lower Pro
118 immigration less than Lower Pro
116 immigration less than Higher Anti
116 immigration less than Higher Anti
117 immigration less than Higher Anti
117 immigration less than Higher Anti
354 immigration greater than Lower Anti
354 immigration greater than Lower Anti
346 immigration greater than Neutral Neutral
346 immigration greater than Neutral Neutral
120 immigration greater than Lower Anti
120 immigration greater than Lower Anti
74 immigration less than Lower Pro
74 immigration less than Lower Pro
122 immigration greater than Lower Anti
122 immigration greater than Lower Anti
124 immigration less than Neutral Neutral
124 immigration less than Neutral Neutral
123 immigration greater than Lower Anti
123 immigration greater than Lower Anti
359 immigration less than Lower Pro
359 immigration less than Lower Pro
303 immigration less than Neutral Neutral
303 immigration less than Neutral Neutral
357 immigration greater than Lower Anti
357 immigration greater than Lower Anti
361 immigration less than Lower Pro
361 immigration less than Lower Pro
121 immigration less than Lower Pro
121 immigration less than Lower Pro
340 immigration greater than Higher Pro
340 immigration greater than Higher Pro
127 immigration less than Lower Pro
127 immigration less than Lower Pro
353 immigration greater than Lower Anti
353 immigration greater than Lower Anti
128 immigration greater than Higher Pro
128 immigration greater than Higher Pro
129 immigration greater than Higher Pro
129 immigration greater than Higher Pro
347 immigration less than Higher Anti
347 immigration less than Higher Anti
311 immigration less than Lower Pro
311 immigration less than Lower Pro
386 immigration less than Lower Pro
386 immigration less than Lower Pro
384 immigration greater than Lower Anti
384 immigration greater than Lower Anti
64 immigration less than Lower Pro
64 immigration less than Lower Pro
133 immigration less than Neutral Neutral
133 immigration less than Neutral Neutral
125 immigration greater than Lower Anti
125 immigration greater than Lower Anti
360 immigration less than Lower Pro
360 immigration less than Lower Pro
387 immigration less than Lower Pro
387 immigration less than Lower Pro
385 immigration greater than Higher Pro
385 immigration greater than Higher Pro
389 immigration greater than Neutral Neutral
389 immigration greater than Neutral Neutral
119 immigration greater than Lower Anti
119 immigration greater than Lower Anti
126 immigration less than Lower Pro
126 immigration less than Lower Pro
132 immigration less than Lower Pro
132 immigration less than Lower Pro
390 immigration greater than Lower Anti
390 immigration greater than Lower Anti
391 immigration less than Higher Anti
391 immigration less than Higher Anti
134 immigration greater than Higher Pro
134 immigration greater than Higher Pro
135 immigration greater than Lower Anti
135 immigration greater than Lower Anti
131 immigration greater than Lower Anti
131 immigration greater than Lower Anti
388 immigration less than Higher Anti
388 immigration less than Higher Anti
393 immigration greater than Lower Anti
393 immigration greater than Lower Anti
392 immigration greater than Higher Pro
392 immigration greater than Higher Pro
396 immigration less than Lower Pro
396 immigration less than Lower Pro
138 immigration greater than Lower Anti
138 immigration greater than Lower Anti
136 immigration greater than Higher Pro
136 immigration greater than Higher Pro
139 immigration less than Higher Anti
139 immigration less than Higher Anti
504 immigration less than Lower Pro
504 immigration less than Lower Pro
397 immigration greater than Lower Anti
397 immigration greater than Lower Anti
395 immigration greater than Neutral Neutral
395 immigration greater than Neutral Neutral
394 immigration greater than Higher Pro
394 immigration greater than Higher Pro
142 immigration less than Lower Pro
142 immigration less than Lower Pro
141 immigration greater than Higher Pro
141 immigration greater than Higher Pro
137 immigration less than Higher Anti
137 immigration less than Higher Anti
145 immigration greater than Lower Anti
145 immigration greater than Lower Anti
22 immigration less than Lower Pro
22 immigration less than Lower Pro
144 immigration less than Higher Anti
144 immigration less than Higher Anti
400 immigration greater than Lower Anti
400 immigration greater than Lower Anti
146 immigration greater than Higher Pro
146 immigration greater than Higher Pro
398 immigration less than Higher Anti
398 immigration less than Higher Anti
148 immigration less than Lower Pro
148 immigration less than Lower Pro
140 immigration greater than Lower Anti
140 immigration greater than Lower Anti
503 immigration greater than Higher Pro
503 immigration greater than Higher Pro
399 immigration less than Lower Pro
399 immigration less than Lower Pro
401 immigration less than Higher Anti
401 immigration less than Higher Anti
149 immigration greater than Lower Anti
149 immigration greater than Lower Anti
143 immigration less than Lower Pro
143 immigration less than Lower Pro
403 immigration greater than Lower Anti
403 immigration greater than Lower Anti
147 immigration less than Lower Pro
147 immigration less than Lower Pro
150 immigration greater than Neutral Neutral
150 immigration greater than Neutral Neutral
153 immigration greater than Higher Pro
153 immigration greater than Higher Pro
152 immigration greater than Higher Pro
152 immigration greater than Higher Pro
404 immigration less than Higher Anti
404 immigration less than Higher Anti
154 immigration greater than Lower Anti
154 immigration greater than Lower Anti
358 immigration less than Lower Pro
358 immigration less than Lower Pro
151 immigration less than Higher Anti
151 immigration less than Higher Anti
402 immigration less than Higher Anti
402 immigration less than Higher Anti
130 immigration greater than Lower Anti
130 immigration greater than Lower Anti
155 immigration less than Neutral Neutral
155 immigration less than Neutral Neutral
500 immigration less than Higher Anti
500 immigration less than Higher Anti
156 immigration greater than Lower Anti
156 immigration greater than Lower Anti
406 immigration less than Lower Pro
406 immigration less than Lower Pro
502 immigration greater than Higher Pro
502 immigration greater than Higher Pro
408 immigration less than Higher Anti
408 immigration less than Higher Anti
407 immigration greater than Higher Pro
407 immigration greater than Higher Pro
161 immigration greater than Lower Anti
161 immigration greater than Lower Anti
409 immigration greater than Neutral Neutral
409 immigration greater than Neutral Neutral
159 immigration greater than Neutral Neutral
159 immigration greater than Neutral Neutral
411 immigration greater than Higher Pro
411 immigration greater than Higher Pro
410 immigration less than Lower Pro
410 immigration less than Lower Pro
163 immigration less than Higher Anti
163 immigration less than Higher Anti
412 immigration greater than Higher Pro
412 immigration greater than Higher Pro
497 immigration less than Lower Pro
497 immigration less than Lower Pro
495 immigration less than Neutral Neutral
495 immigration less than Neutral Neutral
167 immigration greater than Higher Pro
167 immigration greater than Higher Pro
355 immigration less than Lower Pro
355 immigration less than Lower Pro
168 immigration less than Higher Anti
168 immigration less than Higher Anti
416 immigration greater than Higher Pro
416 immigration greater than Higher Pro
415 immigration less than Higher Anti
415 immigration less than Higher Anti
170 immigration less than Lower Pro
170 immigration less than Lower Pro
417 immigration greater than Lower Anti
417 immigration greater than Lower Anti
493 immigration greater than Lower Anti
493 immigration greater than Lower Anti
171 immigration less than Lower Pro
171 immigration less than Lower Pro
419 immigration greater than Lower Anti
419 immigration greater than Lower Anti
420 immigration greater than Neutral Neutral
420 immigration greater than Neutral Neutral
173 immigration greater than Higher Pro
173 immigration greater than Higher Pro
172 immigration less than Higher Anti
172 immigration less than Higher Anti
421 immigration less than Neutral Neutral
421 immigration less than Neutral Neutral
418 immigration greater than Neutral Neutral
418 immigration greater than Neutral Neutral
176 immigration less than Higher Anti
176 immigration less than Higher Anti
175 immigration greater than Higher Pro
175 immigration greater than Higher Pro
423 immigration greater than Higher Pro
423 immigration greater than Higher Pro
177 immigration greater than Higher Pro
177 immigration greater than Higher Pro
424 immigration greater than Higher Pro
424 immigration greater than Higher Pro
422 immigration greater than Neutral Neutral
422 immigration greater than Neutral Neutral
426 immigration greater than Lower Anti
426 immigration greater than Lower Anti
178 immigration greater than Neutral Neutral
178 immigration greater than Neutral Neutral
425 immigration greater than Higher Pro
425 immigration greater than Higher Pro
180 immigration greater than Neutral Neutral
180 immigration greater than Neutral Neutral
174 immigration less than Higher Anti
174 immigration less than Higher Anti
181 immigration less than Higher Anti
181 immigration less than Higher Anti
430 immigration greater than Neutral Neutral
430 immigration greater than Neutral Neutral
183 immigration less than Neutral Neutral
183 immigration less than Neutral Neutral
184 immigration greater than Lower Anti
184 immigration greater than Lower Anti
432 immigration less than Higher Anti
432 immigration less than Higher Anti
491 immigration less than Higher Anti
491 immigration less than Higher Anti
188 immigration greater than Higher Pro
188 immigration greater than Higher Pro
189 immigration greater than Neutral Neutral
189 immigration greater than Neutral Neutral
433 immigration greater than Neutral Neutral
433 immigration greater than Neutral Neutral
191 immigration greater than Higher Pro
191 immigration greater than Higher Pro
435 immigration less than Higher Anti
435 immigration less than Higher Anti
192 immigration greater than Higher Pro
192 immigration greater than Higher Pro
193 immigration less than Lower Pro
193 immigration less than Lower Pro
489 immigration greater than Lower Anti
489 immigration greater than Lower Anti
485 immigration less than Higher Anti
485 immigration less than Higher Anti
199 immigration less than Higher Anti
199 immigration less than Higher Anti
436 immigration less than Higher Anti
436 immigration less than Higher Anti
200 immigration greater than Higher Pro
200 immigration greater than Higher Pro
201 immigration less than Higher Anti
201 immigration less than Higher Anti
439 immigration greater than Neutral Neutral
439 immigration greater than Neutral Neutral
440 immigration greater than Higher Pro
440 immigration greater than Higher Pro
203 immigration greater than Neutral Neutral
203 immigration greater than Neutral Neutral
441 immigration greater than Neutral Neutral
441 immigration greater than Neutral Neutral
204 immigration greater than Higher Pro
204 immigration greater than Higher Pro
483 immigration greater than Neutral Neutral
483 immigration greater than Neutral Neutral
482 immigration greater than Higher Pro
482 immigration greater than Higher Pro
206 immigration greater than Higher Pro
206 immigration greater than Higher Pro
481 immigration less than Neutral Neutral
481 immigration less than Neutral Neutral
442 immigration greater than Neutral Neutral
442 immigration greater than Neutral Neutral
208 immigration greater than Higher Pro
208 immigration greater than Higher Pro
209 immigration greater than Higher Pro
209 immigration greater than Higher Pro
443 immigration less than Higher Anti
443 immigration less than Higher Anti
210 immigration less than Neutral Neutral
210 immigration less than Neutral Neutral
444 immigration less than Lower Pro
444 immigration less than Lower Pro
211 immigration less than Higher Anti
211 immigration less than Higher Anti
212 immigration greater than Higher Pro
212 immigration greater than Higher Pro
445 immigration less than Higher Anti
445 immigration less than Higher Anti
446 immigration greater than Higher Pro
446 immigration greater than Higher Pro
213 immigration greater than Higher Pro
213 immigration greater than Higher Pro
214 immigration less than Higher Anti
214 immigration less than Higher Anti
480 immigration less than Lower Pro
480 immigration less than Lower Pro
215 immigration less than Higher Anti
215 immigration less than Higher Anti
447 immigration greater than Higher Pro
447 immigration greater than Higher Pro
217 immigration less than Higher Anti
217 immigration less than Higher Anti
218 immigration less than Higher Anti
218 immigration less than Higher Anti
220 immigration less than Higher Anti
220 immigration less than Higher Anti
453 immigration greater than Higher Pro
453 immigration greater than Higher Pro
221 immigration less than Higher Anti
221 immigration less than Higher Anti
479 immigration greater than Higher Pro
479 immigration greater than Higher Pro
223 immigration greater than Higher Pro
223 immigration greater than Higher Pro
224 immigration less than Higher Anti
224 immigration less than Higher Anti
225 immigration less than Lower Pro
225 immigration less than Lower Pro
455 immigration greater than Lower Anti
455 immigration greater than Lower Anti
456 immigration less than Higher Anti
456 immigration less than Higher Anti
228 immigration greater than Lower Anti
228 immigration greater than Lower Anti
229 immigration less than Higher Anti
229 immigration less than Higher Anti
458 immigration greater than Higher Pro
458 immigration greater than Higher Pro
230 immigration greater than Higher Pro
230 immigration greater than Higher Pro
231 immigration greater than Higher Pro
231 immigration greater than Higher Pro
459 immigration less than Neutral Neutral
459 immigration less than Neutral Neutral
460 immigration greater than Higher Pro
460 immigration greater than Higher Pro
235 immigration greater than Neutral Neutral
235 immigration greater than Neutral Neutral
462 immigration greater than Higher Pro
462 immigration greater than Higher Pro
236 immigration less than Neutral Neutral
236 immigration less than Neutral Neutral
238 immigration less than Higher Anti
238 immigration less than Higher Anti
463 immigration greater than Higher Pro
463 immigration greater than Higher Pro
239 immigration less than Higher Anti
239 immigration less than Higher Anti
464 immigration less than Higher Anti
464 immigration less than Higher Anti
465 immigration greater than Neutral Neutral
465 immigration greater than Neutral Neutral
240 immigration less than Lower Pro
240 immigration less than Lower Pro
466 immigration less than Higher Anti
466 immigration less than Higher Anti
241 immigration greater than Lower Anti
241 immigration greater than Lower Anti
467 immigration less than Higher Anti
467 immigration less than Higher Anti
468 immigration greater than Higher Pro
468 immigration greater than Higher Pro
242 immigration greater than Higher Pro
242 immigration greater than Higher Pro
243 immigration greater than Lower Anti
243 immigration greater than Lower Anti
469 immigration greater than Neutral Neutral
469 immigration greater than Neutral Neutral
244 immigration less than Lower Pro
244 immigration less than Lower Pro
475 immigration less than Neutral Neutral
475 immigration less than Neutral Neutral
246 immigration less than Higher Anti
246 immigration less than Higher Anti
245 immigration less than Higher Anti
245 immigration less than Higher Anti
470 immigration less than Neutral Neutral
470 immigration less than Neutral Neutral
247 immigration less than Higher Anti
247 immigration less than Higher Anti
474 immigration greater than Lower Anti
474 immigration greater than Lower Anti
249 immigration greater than Neutral Neutral
249 immigration greater than Neutral Neutral
471 immigration greater than Lower Anti
471 immigration greater than Lower Anti
472 immigration less than Neutral Neutral
472 immigration less than Neutral Neutral
473 immigration less than Lower Pro
473 immigration less than Lower Pro
251 immigration less than Higher Anti
251 immigration less than Higher Anti
250 immigration less than Lower Pro
250 immigration less than Lower Pro
248 immigration greater than Higher Pro
248 immigration greater than Higher Pro
476 immigration less than Lower Pro
476 immigration less than Lower Pro
237 immigration less than Neutral Neutral
237 immigration less than Neutral Neutral
461 immigration less than Higher Anti
461 immigration less than Higher Anti
234 immigration greater than Neutral Neutral
234 immigration greater than Neutral Neutral
233 immigration less than Higher Anti
233 immigration less than Higher Anti
477 immigration less than Higher Anti
477 immigration less than Higher Anti
232 immigration greater than Higher Pro
232 immigration greater than Higher Pro
478 immigration greater than Higher Pro
478 immigration greater than Higher Pro
457 immigration less than Neutral Neutral
457 immigration less than Neutral Neutral
227 immigration greater than Higher Pro
227 immigration greater than Higher Pro
226 immigration greater than Higher Pro
226 immigration greater than Higher Pro
454 immigration greater than Higher Pro
454 immigration greater than Higher Pro
222 immigration less than Higher Anti
222 immigration less than Higher Anti
452 immigration less than Lower Pro
452 immigration less than Lower Pro
451 immigration greater than Higher Pro
451 immigration greater than Higher Pro
450 immigration greater than Higher Pro
450 immigration greater than Higher Pro
219 immigration less than Higher Anti
219 immigration less than Higher Anti
449 immigration less than Higher Anti
449 immigration less than Higher Anti
448 immigration greater than Higher Pro
448 immigration greater than Higher Pro
216 immigration less than Neutral Neutral
216 immigration less than Neutral Neutral
207 immigration less than Higher Anti
207 immigration less than Higher Anti
205 immigration greater than Higher Pro
205 immigration greater than Higher Pro
202 immigration less than Higher Anti
202 immigration less than Higher Anti
484 immigration less than Higher Anti
484 immigration less than Higher Anti
438 immigration less than Neutral Neutral
438 immigration less than Neutral Neutral
437 immigration less than Higher Anti
437 immigration less than Higher Anti
198 immigration less than Higher Anti
198 immigration less than Higher Anti
197 immigration less than Lower Pro
197 immigration less than Lower Pro
486 immigration greater than Higher Pro
486 immigration greater than Higher Pro
487 immigration greater than Higher Pro
487 immigration greater than Higher Pro
196 immigration greater than Higher Pro
196 immigration greater than Higher Pro
195 immigration greater than Higher Pro
195 immigration greater than Higher Pro
488 immigration less than Lower Pro
488 immigration less than Lower Pro
194 immigration less than Higher Anti
194 immigration less than Higher Anti
490 immigration less than Higher Anti
490 immigration less than Higher Anti
434 immigration less than Neutral Neutral
434 immigration less than Neutral Neutral
190 immigration less than Higher Anti
190 immigration less than Higher Anti
187 immigration less than Higher Anti
187 immigration less than Higher Anti
186 immigration greater than Lower Anti
186 immigration greater than Lower Anti
185 immigration less than Higher Anti
185 immigration less than Higher Anti
492 immigration less than Higher Anti
492 immigration less than Higher Anti
182 immigration less than Higher Anti
182 immigration less than Higher Anti
429 immigration greater than Lower Anti
429 immigration greater than Lower Anti
428 immigration greater than Higher Pro
428 immigration greater than Higher Pro
427 immigration greater than Higher Pro
427 immigration greater than Higher Pro
179 immigration greater than Lower Anti
179 immigration greater than Lower Anti
169 immigration greater than Higher Pro
169 immigration greater than Higher Pro
494 immigration less than Neutral Neutral
494 immigration less than Neutral Neutral
414 immigration less than Higher Anti
414 immigration less than Higher Anti
496 immigration less than Higher Anti
496 immigration less than Higher Anti
166 immigration greater than Higher Pro
166 immigration greater than Higher Pro
164 immigration less than Higher Anti
164 immigration less than Higher Anti
413 immigration greater than Neutral Neutral
413 immigration greater than Neutral Neutral
165 immigration less than Neutral Neutral
165 immigration less than Neutral Neutral
499 immigration less than Higher Anti
499 immigration less than Higher Anti
162 immigration less than Neutral Neutral
162 immigration less than Neutral Neutral
157 immigration greater than Lower Anti
157 immigration greater than Lower Anti
498 immigration greater than Higher Pro
498 immigration greater than Higher Pro
160 immigration greater than Neutral Neutral
160 immigration greater than Neutral Neutral
158 immigration less than Lower Pro
158 immigration less than Lower Pro
501 immigration less than Higher Anti
501 immigration less than Higher Anti
405 immigration greater than Higher Pro
405 immigration greater than Higher Pro
431 immigration less than Higher Anti
431 immigration less than Higher Anti
data_mot %>% 
  select(issue_motive) %>% 
  datasummary_skim(., type = "categorical")
tinytable_7jx8vl7hgwmvkh5ciiu2
issue_motive N %
Anti 4348 40.4
Neutral 2034 18.9
Pro 4380 40.7
data_mot %>%
  group_by(question_topic, issue_motive) %>%
  filter(Screen != "Question") %>% 
  summarize(mean_response = mean(as.numeric(response), na.rm = TRUE)) %>% 
  tt()
`summarise()` has grouped output by 'question_topic'. You can override using the
`.groups` argument.
tinytable_4sffk39xzm3chbbdd7w4
question_topic issue_motive mean_response
adoption Anti 46.5
adoption Neutral 53.9
adoption Pro 57.5
brain Anti 52.4
brain Neutral 59.9
brain Pro 56.0
cats Anti 63.5
cats Neutral 58.5
cats Pro 56.2
climate Anti 49.0
climate Neutral 52.7
climate Pro 60.3
discrimination Anti 47.8
discrimination Neutral 45.3
discrimination Pro 59.3
fakenews_performance Anti 50.9
fakenews_performance Neutral 55.2
fakenews_performance Pro 56.0
gender Anti 48.1
gender Neutral 53.9
gender Pro 56.8
gonogo_performance Anti 52.7
gonogo_performance Neutral 54.0
gonogo_performance Pro 55.5
immigration Anti 49.6
immigration Neutral 56.7
immigration Pro 60.3
punishment Anti 50.6
punishment Neutral 52.9
punishment Pro 55.1
teaculture Anti 44.6
teaculture Neutral 56.1
teaculture Pro 61.6

And now also create a table for news_source x issue_motive

datasummary_crosstab(issue_motive ~ news_source, data = data_mot)
tinytable_nsvv322xct394in5hq1x
issue_motive Fake True All
Anti N 1860 2478 4348
% row 42.8 57.0 100.0
Neutral N 948 1080 2034
% row 46.6 53.1 100.0
Pro N 2522 1848 4380
% row 57.6 42.2 100.0
All N 5334 5410 10770
% row 49.5 50.2 100.0

Add the motive strength

data_mot <- data_mot %>%
  mutate(issue_strength = case_when(
    question_topic == "climate" ~ s_climate,
    question_topic == "adoption" ~ s_adoption,
    question_topic == "punishment" ~ s_punishment,
    question_topic == "teaculture" ~ s_teaculture,
    question_topic == "brain" ~ s_brain,
    question_topic == "gender" ~ s_gender,
    question_topic == "discrimination" ~ s_discrimination,
    question_topic == "immigration" ~ s_immigration,
    question_topic == "fakenews_performance" ~ s_selfenhancement,
    question_topic == "gonogo_performance" ~ s_selfenhancement,
    question_topic == "cats" ~ s_cats,
    TRUE ~ NA_real_  
  ))

Check if this worked

data_mot %>% 
  filter(question_topic == "climate") %>% 
  select(subj_idx, question_topic, message, 
         m_climate, issue_motive, s_climate, issue_strength) %>% 
  tt(theme = "striped")
tinytable_pvmk9u1zm0v0qj3uwn8m
subj_idx question_topic message m_climate issue_motive s_climate issue_strength
252 climate less than Higher Anti 2 2
252 climate less than Higher Anti 2 2
382 climate less than Higher Anti 2 2
382 climate less than Higher Anti 2 2
1 climate greater than Neutral Neutral NA NA
1 climate greater than Neutral Neutral NA NA
253 climate less than Higher Anti 2 2
253 climate less than Higher Anti 2 2
2 climate less than Neutral Neutral NA NA
2 climate less than Neutral Neutral NA NA
3 climate less than Higher Anti 2 2
3 climate less than Higher Anti 2 2
254 climate greater than Lower Anti 1 1
254 climate greater than Lower Anti 1 1
255 climate greater than Higher Pro 2 2
255 climate greater than Higher Pro 2 2
256 climate greater than Higher Pro 1 1
256 climate greater than Higher Pro 1 1
4 climate greater than Higher Pro 1 1
4 climate greater than Higher Pro 1 1
257 climate less than Higher Anti 2 2
257 climate less than Higher Anti 2 2
258 climate less than Higher Anti 2 2
258 climate less than Higher Anti 2 2
259 climate greater than Higher Pro 1 1
259 climate greater than Higher Pro 1 1
260 climate less than Higher Anti 1 1
260 climate less than Higher Anti 1 1
381 climate less than Neutral Neutral NA NA
381 climate less than Neutral Neutral NA NA
8 climate greater than Higher Pro 1 1
8 climate greater than Higher Pro 1 1
9 climate less than Higher Anti 2 2
9 climate less than Higher Anti 2 2
10 climate greater than Higher Pro 1 1
10 climate greater than Higher Pro 1 1
262 climate greater than Higher Pro 2 2
262 climate greater than Higher Pro 2 2
263 climate less than Higher Anti 1 1
263 climate less than Higher Anti 1 1
14 climate greater than Higher Pro 2 2
14 climate greater than Higher Pro 2 2
84 climate greater than Higher Pro 1 1
84 climate greater than Higher Pro 1 1
12 climate greater than Higher Pro 2 2
12 climate greater than Higher Pro 2 2
15 climate greater than Higher Pro 2 2
15 climate greater than Higher Pro 2 2
380 climate greater than Higher Pro 1 1
380 climate greater than Higher Pro 1 1
13 climate less than Higher Anti 1 1
13 climate less than Higher Anti 1 1
266 climate greater than Higher Pro 1 1
266 climate greater than Higher Pro 1 1
16 climate greater than Higher Pro 2 2
16 climate greater than Higher Pro 2 2
265 climate greater than Higher Pro 2 2
265 climate greater than Higher Pro 2 2
268 climate less than Higher Anti 2 2
268 climate less than Higher Anti 2 2
20 climate less than Higher Anti 1 1
20 climate less than Higher Anti 1 1
379 climate greater than Higher Pro 2 2
379 climate greater than Higher Pro 2 2
82 climate less than Higher Anti 1 1
82 climate less than Higher Anti 1 1
18 climate greater than Higher Pro 1 1
18 climate greater than Higher Pro 1 1
378 climate less than Higher Anti 2 2
378 climate less than Higher Anti 2 2
271 climate less than Higher Anti 1 1
271 climate less than Higher Anti 1 1
83 climate greater than Neutral Neutral NA NA
83 climate greater than Neutral Neutral NA NA
21 climate less than Higher Anti 2 2
21 climate less than Higher Anti 2 2
377 climate greater than Higher Pro 1 1
377 climate greater than Higher Pro 1 1
376 climate less than Higher Anti 1 1
376 climate less than Higher Anti 1 1
374 climate greater than Higher Pro 1 1
374 climate greater than Higher Pro 1 1
273 climate greater than Higher Pro 1 1
273 climate greater than Higher Pro 1 1
80 climate less than Higher Anti 2 2
80 climate less than Higher Anti 2 2
81 climate less than Higher Anti 2 2
81 climate less than Higher Anti 2 2
24 climate greater than Higher Pro 1 1
24 climate greater than Higher Pro 1 1
375 climate greater than Higher Pro 2 2
375 climate greater than Higher Pro 2 2
25 climate greater than Higher Pro 2 2
25 climate greater than Higher Pro 2 2
274 climate greater than Neutral Neutral NA NA
274 climate greater than Neutral Neutral NA NA
27 climate less than Higher Anti 1 1
27 climate less than Higher Anti 1 1
276 climate less than Higher Anti 2 2
276 climate less than Higher Anti 2 2
29 climate greater than Higher Pro 2 2
29 climate greater than Higher Pro 2 2
28 climate less than Higher Anti 2 2
28 climate less than Higher Anti 2 2
372 climate less than Higher Anti 2 2
372 climate less than Higher Anti 2 2
277 climate greater than Higher Pro 2 2
277 climate greater than Higher Pro 2 2
279 climate less than Higher Anti 2 2
279 climate less than Higher Anti 2 2
31 climate less than Higher Anti 2 2
31 climate less than Higher Anti 2 2
30 climate less than Higher Anti 2 2
30 climate less than Higher Anti 2 2
281 climate greater than Higher Pro 2 2
281 climate greater than Higher Pro 2 2
35 climate less than Higher Anti 2 2
35 climate less than Higher Anti 2 2
34 climate greater than Neutral Neutral NA NA
34 climate greater than Neutral Neutral NA NA
282 climate less than Higher Anti 2 2
282 climate less than Higher Anti 2 2
371 climate greater than Higher Pro 2 2
371 climate greater than Higher Pro 2 2
33 climate greater than Higher Pro 2 2
33 climate greater than Higher Pro 2 2
369 climate greater than Higher Pro 2 2
369 climate greater than Higher Pro 2 2
40 climate less than Neutral Neutral NA NA
40 climate less than Neutral Neutral NA NA
272 climate less than Higher Anti 2 2
272 climate less than Higher Anti 2 2
283 climate less than Higher Anti 2 2
283 climate less than Higher Anti 2 2
286 climate less than Higher Anti 2 2
286 climate less than Higher Anti 2 2
42 climate greater than Higher Pro 1 1
42 climate greater than Higher Pro 1 1
370 climate less than Higher Anti 1 1
370 climate less than Higher Anti 1 1
287 climate greater than Higher Pro 2 2
287 climate greater than Higher Pro 2 2
41 climate greater than Higher Pro 2 2
41 climate greater than Higher Pro 2 2
285 climate less than Higher Anti 1 1
285 climate less than Higher Anti 1 1
368 climate less than Higher Anti 2 2
368 climate less than Higher Anti 2 2
288 climate greater than Higher Pro 2 2
288 climate greater than Higher Pro 2 2
39 climate greater than Higher Pro 1 1
39 climate greater than Higher Pro 1 1
38 climate greater than Higher Pro 1 1
38 climate greater than Higher Pro 1 1
290 climate less than Higher Anti 2 2
290 climate less than Higher Anti 2 2
44 climate greater than Higher Pro 2 2
44 climate greater than Higher Pro 2 2
45 climate less than Neutral Neutral NA NA
45 climate less than Neutral Neutral NA NA
291 climate less than Higher Anti 2 2
291 climate less than Higher Anti 2 2
293 climate less than Higher Anti 1 1
293 climate less than Higher Anti 1 1
47 climate greater than Higher Pro 1 1
47 climate greater than Higher Pro 1 1
79 climate greater than Higher Pro 1 1
79 climate greater than Higher Pro 1 1
46 climate less than Higher Anti 1 1
46 climate less than Higher Anti 1 1
50 climate less than Higher Anti 2 2
50 climate less than Higher Anti 2 2
298 climate greater than Neutral Neutral NA NA
298 climate greater than Neutral Neutral NA NA
43 climate greater than Higher Pro 1 1
43 climate greater than Higher Pro 1 1
294 climate less than Higher Anti 1 1
294 climate less than Higher Anti 1 1
296 climate greater than Neutral Neutral NA NA
296 climate greater than Neutral Neutral NA NA
297 climate less than Neutral Neutral NA NA
297 climate less than Neutral Neutral NA NA
52 climate greater than Neutral Neutral NA NA
52 climate greater than Neutral Neutral NA NA
366 climate greater than Higher Pro 1 1
366 climate greater than Higher Pro 1 1
56 climate greater than Higher Pro 2 2
56 climate greater than Higher Pro 2 2
365 climate less than Higher Anti 2 2
365 climate less than Higher Anti 2 2
63 climate less than Higher Anti 1 1
63 climate less than Higher Anti 1 1
304 climate less than Higher Anti 1 1
304 climate less than Higher Anti 1 1
58 climate less than Higher Anti 2 2
58 climate less than Higher Anti 2 2
306 climate less than Higher Anti 1 1
306 climate less than Higher Anti 1 1
51 climate greater than Higher Pro 2 2
51 climate greater than Higher Pro 2 2
302 climate greater than Higher Pro 1 1
302 climate greater than Higher Pro 1 1
54 climate greater than Higher Pro 2 2
54 climate greater than Higher Pro 2 2
57 climate greater than Higher Pro 2 2
57 climate greater than Higher Pro 2 2
60 climate less than Higher Anti 1 1
60 climate less than Higher Anti 1 1
364 climate greater than Higher Pro 2 2
364 climate greater than Higher Pro 2 2
53 climate greater than Higher Pro 2 2
53 climate greater than Higher Pro 2 2
280 climate greater than Higher Pro 2 2
280 climate greater than Higher Pro 2 2
301 climate greater than Higher Pro 2 2
301 climate greater than Higher Pro 2 2
65 climate greater than Higher Pro 2 2
65 climate greater than Higher Pro 2 2
55 climate greater than Neutral Neutral NA NA
55 climate greater than Neutral Neutral NA NA
307 climate less than Higher Anti 2 2
307 climate less than Higher Anti 2 2
305 climate less than Lower Pro 1 1
305 climate less than Lower Pro 1 1
308 climate greater than Higher Pro 2 2
308 climate greater than Higher Pro 2 2
300 climate greater than Higher Pro 2 2
300 climate greater than Higher Pro 2 2
59 climate less than Higher Anti 2 2
59 climate less than Higher Anti 2 2
270 climate less than Neutral Neutral NA NA
270 climate less than Neutral Neutral NA NA
309 climate less than Higher Anti 2 2
309 climate less than Higher Anti 2 2
71 climate less than Higher Anti 2 2
71 climate less than Higher Anti 2 2
310 climate greater than Higher Pro 2 2
310 climate greater than Higher Pro 2 2
68 climate greater than Neutral Neutral NA NA
68 climate greater than Neutral Neutral NA NA
299 climate greater than Higher Pro 2 2
299 climate greater than Higher Pro 2 2
367 climate greater than Higher Pro 2 2
367 climate greater than Higher Pro 2 2
295 climate less than Higher Anti 2 2
295 climate less than Higher Anti 2 2
48 climate greater than Higher Pro 1 1
48 climate greater than Higher Pro 1 1
37 climate greater than Neutral Neutral NA NA
37 climate greater than Neutral Neutral NA NA
36 climate greater than Higher Pro 2 2
36 climate greater than Higher Pro 2 2
284 climate less than Higher Anti 2 2
284 climate less than Higher Anti 2 2
278 climate greater than Higher Pro 2 2
278 climate greater than Higher Pro 2 2
23 climate greater than Higher Pro 1 1
23 climate greater than Higher Pro 1 1
275 climate less than Neutral Neutral NA NA
275 climate less than Neutral Neutral NA NA
26 climate less than Higher Anti 2 2
26 climate less than Higher Anti 2 2
373 climate greater than Higher Pro 2 2
373 climate greater than Higher Pro 2 2
19 climate greater than Higher Pro 2 2
19 climate greater than Higher Pro 2 2
269 climate greater than Higher Pro 1 1
269 climate greater than Higher Pro 1 1
17 climate less than Higher Anti 1 1
17 climate less than Higher Anti 1 1
267 climate greater than Higher Pro 2 2
267 climate greater than Higher Pro 2 2
264 climate less than Higher Anti 2 2
264 climate less than Higher Anti 2 2
11 climate greater than Lower Anti 1 1
11 climate greater than Lower Anti 1 1
261 climate less than Higher Anti 2 2
261 climate less than Higher Anti 2 2
7 climate greater than Higher Pro 2 2
7 climate greater than Higher Pro 2 2
6 climate less than Higher Anti 2 2
6 climate less than Higher Anti 2 2
5 climate greater than Higher Pro 1 1
5 climate greater than Higher Pro 1 1
292 climate less than Neutral Neutral NA NA
292 climate less than Neutral Neutral NA NA
32 climate greater than Higher Pro 2 2
32 climate greater than Higher Pro 2 2
49 climate greater than Higher Pro 2 2
49 climate greater than Higher Pro 2 2
61 climate less than Higher Anti 1 1
61 climate less than Higher Anti 1 1
312 climate greater than Higher Pro 2 2
312 climate greater than Higher Pro 2 2
70 climate less than Higher Anti 1 1
70 climate less than Higher Anti 1 1
77 climate greater than Neutral Neutral NA NA
77 climate greater than Neutral Neutral NA NA
72 climate greater than Higher Pro 2 2
72 climate greater than Higher Pro 2 2
316 climate less than Higher Anti 1 1
316 climate less than Higher Anti 1 1
76 climate greater than Higher Pro 2 2
76 climate greater than Higher Pro 2 2
317 climate less than Higher Anti 1 1
317 climate less than Higher Anti 1 1
363 climate less than Higher Anti 1 1
363 climate less than Higher Anti 1 1
73 climate greater than Higher Pro 2 2
73 climate greater than Higher Pro 2 2
318 climate greater than Higher Pro 1 1
318 climate greater than Higher Pro 1 1
78 climate greater than Higher Pro 2 2
78 climate greater than Higher Pro 2 2
85 climate less than Higher Anti 2 2
85 climate less than Higher Anti 2 2
67 climate less than Higher Anti 1 1
67 climate less than Higher Anti 1 1
326 climate less than Higher Anti 1 1
326 climate less than Higher Anti 1 1
91 climate less than Higher Anti 2 2
91 climate less than Higher Anti 2 2
323 climate greater than Higher Pro 1 1
323 climate greater than Higher Pro 1 1
69 climate less than Higher Anti 1 1
69 climate less than Higher Anti 1 1
86 climate greater than Higher Pro 1 1
86 climate greater than Higher Pro 1 1
315 climate greater than Higher Pro 2 2
315 climate greater than Higher Pro 2 2
324 climate greater than Neutral Neutral NA NA
324 climate greater than Neutral Neutral NA NA
383 climate greater than Higher Pro 1 1
383 climate greater than Higher Pro 1 1
320 climate less than Higher Anti 2 2
320 climate less than Higher Anti 2 2
327 climate less than Higher Anti 2 2
327 climate less than Higher Anti 2 2
328 climate less than Higher Anti 2 2
328 climate less than Higher Anti 2 2
88 climate less than Higher Anti 1 1
88 climate less than Higher Anti 1 1
322 climate greater than Higher Pro 2 2
322 climate greater than Higher Pro 2 2
89 climate less than Higher Anti 2 2
89 climate less than Higher Anti 2 2
331 climate greater than Higher Pro 1 1
331 climate greater than Higher Pro 1 1
362 climate less than Higher Anti 2 2
362 climate less than Higher Anti 2 2
97 climate greater than Higher Pro 2 2
97 climate greater than Higher Pro 2 2
332 climate less than Lower Pro 2 2
332 climate less than Lower Pro 2 2
313 climate greater than Higher Pro 2 2
313 climate greater than Higher Pro 2 2
98 climate less than Higher Anti 2 2
98 climate less than Higher Anti 2 2
325 climate greater than Higher Pro 2 2
325 climate greater than Higher Pro 2 2
329 climate less than Higher Anti 2 2
329 climate less than Higher Anti 2 2
66 climate greater than Higher Pro 2 2
66 climate greater than Higher Pro 2 2
333 climate greater than Higher Pro 2 2
333 climate greater than Higher Pro 2 2
336 climate greater than Higher Pro 1 1
336 climate greater than Higher Pro 1 1
337 climate greater than Higher Pro 2 2
337 climate greater than Higher Pro 2 2
334 climate less than Higher Anti 2 2
334 climate less than Higher Anti 2 2
314 climate greater than Higher Pro 2 2
314 climate greater than Higher Pro 2 2
108 climate greater than Higher Pro 1 1
108 climate greater than Higher Pro 1 1
101 climate less than Higher Anti 1 1
101 climate less than Higher Anti 1 1
106 climate less than Higher Anti 2 2
106 climate less than Higher Anti 2 2
105 climate greater than Higher Pro 1 1
105 climate greater than Higher Pro 1 1
62 climate greater than Lower Anti 1 1
62 climate greater than Lower Anti 1 1
109 climate greater than Higher Pro 2 2
109 climate greater than Higher Pro 2 2
107 climate greater than Neutral Neutral NA NA
107 climate greater than Neutral Neutral NA NA
330 climate less than Higher Anti 1 1
330 climate less than Higher Anti 1 1
342 climate less than Higher Anti 2 2
342 climate less than Higher Anti 2 2
111 climate less than Higher Anti 2 2
111 climate less than Higher Anti 2 2
338 climate greater than Higher Pro 1 1
338 climate greater than Higher Pro 1 1
345 climate greater than Higher Pro 1 1
345 climate greater than Higher Pro 1 1
289 climate greater than Neutral Neutral NA NA
289 climate greater than Neutral Neutral NA NA
344 climate less than Higher Anti 2 2
344 climate less than Higher Anti 2 2
112 climate greater than Higher Pro 1 1
112 climate greater than Higher Pro 1 1
100 climate less than Higher Anti 2 2
100 climate less than Higher Anti 2 2
343 climate less than Higher Anti 1 1
343 climate less than Higher Anti 1 1
99 climate less than Lower Pro 1 1
99 climate less than Lower Pro 1 1
75 climate less than Higher Anti 2 2
75 climate less than Higher Anti 2 2
94 climate greater than Higher Pro 2 2
94 climate greater than Higher Pro 2 2
93 climate greater than Higher Pro 1 1
93 climate greater than Higher Pro 1 1
96 climate greater than Higher Pro 2 2
96 climate greater than Higher Pro 2 2
321 climate less than Higher Anti 2 2
321 climate less than Higher Anti 2 2
87 climate less than Higher Anti 1 1
87 climate less than Higher Anti 1 1
90 climate less than Neutral Neutral NA NA
90 climate less than Neutral Neutral NA NA
113 climate greater than Higher Pro 1 1
113 climate greater than Higher Pro 1 1
102 climate greater than Higher Pro 1 1
102 climate greater than Higher Pro 1 1
110 climate less than Higher Anti 1 1
110 climate less than Higher Anti 1 1
115 climate greater than Higher Pro 2 2
115 climate greater than Higher Pro 2 2
95 climate greater than Higher Pro 2 2
95 climate greater than Higher Pro 2 2
103 climate greater than Higher Pro 2 2
103 climate greater than Higher Pro 2 2
339 climate less than Higher Anti 2 2
339 climate less than Higher Anti 2 2
350 climate greater than Higher Pro 2 2
350 climate greater than Higher Pro 2 2
341 climate greater than Higher Pro 2 2
341 climate greater than Higher Pro 2 2
114 climate greater than Higher Pro 2 2
114 climate greater than Higher Pro 2 2
335 climate less than Higher Anti 1 1
335 climate less than Higher Anti 1 1
351 climate less than Higher Anti 1 1
351 climate less than Higher Anti 1 1
349 climate greater than Higher Pro 2 2
349 climate greater than Higher Pro 2 2
348 climate greater than Higher Pro 1 1
348 climate greater than Higher Pro 1 1
104 climate less than Higher Anti 2 2
104 climate less than Higher Anti 2 2
319 climate less than Higher Anti 2 2
319 climate less than Higher Anti 2 2
356 climate greater than Higher Pro 1 1
356 climate greater than Higher Pro 1 1
352 climate greater than Higher Pro 2 2
352 climate greater than Higher Pro 2 2
118 climate less than Higher Anti 2 2
118 climate less than Higher Anti 2 2
116 climate less than Higher Anti 1 1
116 climate less than Higher Anti 1 1
117 climate greater than Higher Pro 2 2
117 climate greater than Higher Pro 2 2
354 climate less than Higher Anti 2 2
354 climate less than Higher Anti 2 2
346 climate greater than Higher Pro 2 2
346 climate greater than Higher Pro 2 2
120 climate greater than Higher Pro 2 2
120 climate greater than Higher Pro 2 2
74 climate greater than Higher Pro 2 2
74 climate greater than Higher Pro 2 2
122 climate less than Higher Anti 1 1
122 climate less than Higher Anti 1 1
124 climate less than Neutral Neutral NA NA
124 climate less than Neutral Neutral NA NA
123 climate greater than Higher Pro 2 2
123 climate greater than Higher Pro 2 2
359 climate less than Higher Anti 2 2
359 climate less than Higher Anti 2 2
357 climate greater than Higher Pro 1 1
357 climate greater than Higher Pro 1 1
361 climate less than Higher Anti 2 2
361 climate less than Higher Anti 2 2
121 climate less than Higher Anti 2 2
121 climate less than Higher Anti 2 2
340 climate less than Higher Anti 1 1
340 climate less than Higher Anti 1 1
127 climate less than Higher Anti 1 1
127 climate less than Higher Anti 1 1
353 climate less than Higher Anti 2 2
353 climate less than Higher Anti 2 2
128 climate greater than Higher Pro 1 1
128 climate greater than Higher Pro 1 1
129 climate less than Higher Anti 2 2
129 climate less than Higher Anti 2 2
347 climate less than Neutral Neutral NA NA
347 climate less than Neutral Neutral NA NA
311 climate less than Higher Anti 2 2
311 climate less than Higher Anti 2 2
386 climate greater than Higher Pro 1 1
386 climate greater than Higher Pro 1 1
384 climate greater than Higher Pro 2 2
384 climate greater than Higher Pro 2 2
64 climate less than Higher Anti 2 2
64 climate less than Higher Anti 2 2
133 climate greater than Higher Pro 1 1
133 climate greater than Higher Pro 1 1
125 climate less than Higher Anti 1 1
125 climate less than Higher Anti 1 1
360 climate greater than Higher Pro 2 2
360 climate greater than Higher Pro 2 2
387 climate greater than Higher Pro 2 2
387 climate greater than Higher Pro 2 2
385 climate greater than Higher Pro 2 2
385 climate greater than Higher Pro 2 2
389 climate greater than Higher Pro 1 1
389 climate greater than Higher Pro 1 1
119 climate greater than Higher Pro 2 2
119 climate greater than Higher Pro 2 2
126 climate less than Higher Anti 2 2
126 climate less than Higher Anti 2 2
132 climate less than Higher Anti 2 2
132 climate less than Higher Anti 2 2
390 climate greater than Higher Pro 1 1
390 climate greater than Higher Pro 1 1
391 climate greater than Neutral Neutral NA NA
391 climate greater than Neutral Neutral NA NA
134 climate greater than Higher Pro 2 2
134 climate greater than Higher Pro 2 2
135 climate greater than Higher Pro 1 1
135 climate greater than Higher Pro 1 1
131 climate greater than Higher Pro 2 2
131 climate greater than Higher Pro 2 2
388 climate less than Higher Anti 1 1
388 climate less than Higher Anti 1 1
393 climate greater than Higher Pro 2 2
393 climate greater than Higher Pro 2 2
392 climate less than Neutral Neutral NA NA
392 climate less than Neutral Neutral NA NA
396 climate less than Higher Anti 1 1
396 climate less than Higher Anti 1 1
138 climate greater than Higher Pro 2 2
138 climate greater than Higher Pro 2 2
136 climate greater than Lower Anti 1 1
136 climate greater than Lower Anti 1 1
139 climate less than Neutral Neutral NA NA
139 climate less than Neutral Neutral NA NA
504 climate less than Higher Anti 2 2
504 climate less than Higher Anti 2 2
397 climate greater than Higher Pro 2 2
397 climate greater than Higher Pro 2 2
395 climate greater than Neutral Neutral NA NA
395 climate greater than Neutral Neutral NA NA
394 climate greater than Higher Pro 1 1
394 climate greater than Higher Pro 1 1
142 climate less than Higher Anti 2 2
142 climate less than Higher Anti 2 2
141 climate greater than Higher Pro 1 1
141 climate greater than Higher Pro 1 1
137 climate less than Lower Pro 2 2
137 climate less than Lower Pro 2 2
145 climate greater than Higher Pro 1 1
145 climate greater than Higher Pro 1 1
22 climate less than Higher Anti 2 2
22 climate less than Higher Anti 2 2
144 climate less than Lower Pro 1 1
144 climate less than Lower Pro 1 1
400 climate greater than Higher Pro 2 2
400 climate greater than Higher Pro 2 2
146 climate greater than Neutral Neutral NA NA
146 climate greater than Neutral Neutral NA NA
398 climate greater than Higher Pro 2 2
398 climate greater than Higher Pro 2 2
148 climate greater than Higher Pro 2 2
148 climate greater than Higher Pro 2 2
140 climate greater than Higher Pro 2 2
140 climate greater than Higher Pro 2 2
503 climate less than Neutral Neutral NA NA
503 climate less than Neutral Neutral NA NA
399 climate less than Higher Anti 1 1
399 climate less than Higher Anti 1 1
401 climate greater than Higher Pro 2 2
401 climate greater than Higher Pro 2 2
149 climate greater than Higher Pro 2 2
149 climate greater than Higher Pro 2 2
143 climate less than Higher Anti 2 2
143 climate less than Higher Anti 2 2
403 climate less than Higher Anti 2 2
403 climate less than Higher Anti 2 2
147 climate greater than Higher Pro 1 1
147 climate greater than Higher Pro 1 1
150 climate greater than Higher Pro 1 1
150 climate greater than Higher Pro 1 1
153 climate less than Higher Anti 1 1
153 climate less than Higher Anti 1 1
152 climate less than Higher Anti 2 2
152 climate less than Higher Anti 2 2
404 climate greater than Higher Pro 1 1
404 climate greater than Higher Pro 1 1
154 climate less than Higher Anti 1 1
154 climate less than Higher Anti 1 1
358 climate greater than Higher Pro 1 1
358 climate greater than Higher Pro 1 1
151 climate less than Higher Anti 2 2
151 climate less than Higher Anti 2 2
402 climate less than Higher Anti 1 1
402 climate less than Higher Anti 1 1
130 climate greater than Higher Pro 2 2
130 climate greater than Higher Pro 2 2
155 climate greater than Higher Pro 1 1
155 climate greater than Higher Pro 1 1
500 climate less than Higher Anti 1 1
500 climate less than Higher Anti 1 1
156 climate less than Higher Anti 2 2
156 climate less than Higher Anti 2 2
406 climate greater than Higher Pro 1 1
406 climate greater than Higher Pro 1 1
502 climate greater than Neutral Neutral NA NA
502 climate greater than Neutral Neutral NA NA
408 climate less than Higher Anti 1 1
408 climate less than Higher Anti 1 1
407 climate greater than Higher Pro 2 2
407 climate greater than Higher Pro 2 2
161 climate greater than Higher Pro 2 2
161 climate greater than Higher Pro 2 2
409 climate less than Neutral Neutral NA NA
409 climate less than Neutral Neutral NA NA
159 climate greater than Higher Pro 2 2
159 climate greater than Higher Pro 2 2
411 climate less than Higher Anti 1 1
411 climate less than Higher Anti 1 1
410 climate greater than Neutral Neutral NA NA
410 climate greater than Neutral Neutral NA NA
163 climate greater than Higher Pro 1 1
163 climate greater than Higher Pro 1 1
412 climate greater than Higher Pro 2 2
412 climate greater than Higher Pro 2 2
497 climate greater than Higher Pro 2 2
497 climate greater than Higher Pro 2 2
495 climate less than Higher Anti 2 2
495 climate less than Higher Anti 2 2
167 climate greater than Neutral Neutral NA NA
167 climate greater than Neutral Neutral NA NA
355 climate less than Higher Anti 2 2
355 climate less than Higher Anti 2 2
168 climate greater than Higher Pro 2 2
168 climate greater than Higher Pro 2 2
416 climate greater than Higher Pro 1 1
416 climate greater than Higher Pro 1 1
415 climate greater than Higher Pro 2 2
415 climate greater than Higher Pro 2 2
170 climate greater than Higher Pro 2 2
170 climate greater than Higher Pro 2 2
417 climate greater than Higher Pro 2 2
417 climate greater than Higher Pro 2 2
493 climate greater than Higher Pro 1 1
493 climate greater than Higher Pro 1 1
171 climate greater than Higher Pro 2 2
171 climate greater than Higher Pro 2 2
419 climate greater than Higher Pro 1 1
419 climate greater than Higher Pro 1 1
420 climate greater than Higher Pro 1 1
420 climate greater than Higher Pro 1 1
173 climate greater than Higher Pro 1 1
173 climate greater than Higher Pro 1 1
172 climate less than Higher Anti 2 2
172 climate less than Higher Anti 2 2
421 climate less than Neutral Neutral NA NA
421 climate less than Neutral Neutral NA NA
418 climate greater than Higher Pro 1 1
418 climate greater than Higher Pro 1 1
176 climate less than Higher Anti 1 1
176 climate less than Higher Anti 1 1
175 climate greater than Higher Pro 1 1
175 climate greater than Higher Pro 1 1
423 climate less than Neutral Neutral NA NA
423 climate less than Neutral Neutral NA NA
177 climate greater than Higher Pro 1 1
177 climate greater than Higher Pro 1 1
424 climate less than Higher Anti 1 1
424 climate less than Higher Anti 1 1
422 climate greater than Neutral Neutral NA NA
422 climate greater than Neutral Neutral NA NA
426 climate less than Higher Anti 2 2
426 climate less than Higher Anti 2 2
178 climate greater than Higher Pro 1 1
178 climate greater than Higher Pro 1 1
425 climate less than Higher Anti 1 1
425 climate less than Higher Anti 1 1
180 climate less than Higher Anti 1 1
180 climate less than Higher Anti 1 1
174 climate greater than Higher Pro 2 2
174 climate greater than Higher Pro 2 2
181 climate greater than Neutral Neutral NA NA
181 climate greater than Neutral Neutral NA NA
430 climate greater than Neutral Neutral NA NA
430 climate greater than Neutral Neutral NA NA
183 climate less than Higher Anti 1 1
183 climate less than Higher Anti 1 1
184 climate less than Higher Anti 1 1
184 climate less than Higher Anti 1 1
432 climate less than Higher Anti 2 2
432 climate less than Higher Anti 2 2
491 climate less than Higher Anti 1 1
491 climate less than Higher Anti 1 1
188 climate less than Higher Anti 1 1
188 climate less than Higher Anti 1 1
189 climate less than Higher Anti 1 1
189 climate less than Higher Anti 1 1
433 climate less than Higher Anti 1 1
433 climate less than Higher Anti 1 1
191 climate greater than Lower Anti 2 2
191 climate greater than Lower Anti 2 2
435 climate greater than Higher Pro 2 2
435 climate greater than Higher Pro 2 2
192 climate greater than Neutral Neutral NA NA
192 climate greater than Neutral Neutral NA NA
193 climate less than Higher Anti 2 2
193 climate less than Higher Anti 2 2
489 climate less than Higher Anti 1 1
489 climate less than Higher Anti 1 1
485 climate less than Lower Pro 2 2
485 climate less than Lower Pro 2 2
199 climate less than Neutral Neutral NA NA
199 climate less than Neutral Neutral NA NA
436 climate less than Lower Pro 1 1
436 climate less than Lower Pro 1 1
200 climate less than Higher Anti 1 1
200 climate less than Higher Anti 1 1
201 climate less than Neutral Neutral NA NA
201 climate less than Neutral Neutral NA NA
439 climate less than Higher Anti 1 1
439 climate less than Higher Anti 1 1
440 climate greater than Neutral Neutral NA NA
440 climate greater than Neutral Neutral NA NA
203 climate less than Higher Anti 2 2
203 climate less than Higher Anti 2 2
441 climate less than Higher Anti 1 1
441 climate less than Higher Anti 1 1
204 climate less than Higher Anti 1 1
204 climate less than Higher Anti 1 1
483 climate greater than Higher Pro 2 2
483 climate greater than Higher Pro 2 2
482 climate greater than Higher Pro 1 1
482 climate greater than Higher Pro 1 1
206 climate greater than Lower Anti 1 1
206 climate greater than Lower Anti 1 1
481 climate less than Higher Anti 1 1
481 climate less than Higher Anti 1 1
442 climate greater than Lower Anti 1 1
442 climate greater than Lower Anti 1 1
208 climate greater than Higher Pro 1 1
208 climate greater than Higher Pro 1 1
209 climate greater than Higher Pro 2 2
209 climate greater than Higher Pro 2 2
443 climate greater than Lower Anti 1 1
443 climate greater than Lower Anti 1 1
210 climate greater than Higher Pro 2 2
210 climate greater than Higher Pro 2 2
444 climate less than Higher Anti 2 2
444 climate less than Higher Anti 2 2
211 climate greater than Higher Pro 1 1
211 climate greater than Higher Pro 1 1
212 climate greater than Neutral Neutral NA NA
212 climate greater than Neutral Neutral NA NA
445 climate greater than Higher Pro 2 2
445 climate greater than Higher Pro 2 2
446 climate less than Lower Pro 1 1
446 climate less than Lower Pro 1 1
213 climate less than Higher Anti 1 1
213 climate less than Higher Anti 1 1
214 climate less than Higher Anti 1 1
214 climate less than Higher Anti 1 1
480 climate less than Higher Anti 2 2
480 climate less than Higher Anti 2 2
215 climate greater than Higher Pro 2 2
215 climate greater than Higher Pro 2 2
447 climate less than Higher Anti 1 1
447 climate less than Higher Anti 1 1
217 climate greater than Neutral Neutral NA NA
217 climate greater than Neutral Neutral NA NA
218 climate less than Neutral Neutral NA NA
218 climate less than Neutral Neutral NA NA
220 climate greater than Higher Pro 1 1
220 climate greater than Higher Pro 1 1
453 climate less than Lower Pro 1 1
453 climate less than Lower Pro 1 1
221 climate less than Neutral Neutral NA NA
221 climate less than Neutral Neutral NA NA
479 climate greater than Higher Pro 1 1
479 climate greater than Higher Pro 1 1
223 climate greater than Higher Pro 1 1
223 climate greater than Higher Pro 1 1
224 climate greater than Neutral Neutral NA NA
224 climate greater than Neutral Neutral NA NA
225 climate greater than Higher Pro 1 1
225 climate greater than Higher Pro 1 1
455 climate greater than Higher Pro 2 2
455 climate greater than Higher Pro 2 2
456 climate less than Lower Pro 1 1
456 climate less than Lower Pro 1 1
228 climate greater than Higher Pro 2 2
228 climate greater than Higher Pro 2 2
229 climate less than Higher Anti 2 2
229 climate less than Higher Anti 2 2
458 climate greater than Neutral Neutral NA NA
458 climate greater than Neutral Neutral NA NA
230 climate greater than Lower Anti 2 2
230 climate greater than Lower Anti 2 2
231 climate less than Higher Anti 2 2
231 climate less than Higher Anti 2 2
459 climate less than Higher Anti 1 1
459 climate less than Higher Anti 1 1
460 climate less than Higher Anti 1 1
460 climate less than Higher Anti 1 1
235 climate less than Higher Anti 1 1
235 climate less than Higher Anti 1 1
462 climate greater than Higher Pro 2 2
462 climate greater than Higher Pro 2 2
236 climate greater than Higher Pro 2 2
236 climate greater than Higher Pro 2 2
238 climate less than Higher Anti 1 1
238 climate less than Higher Anti 1 1
463 climate greater than Higher Pro 1 1
463 climate greater than Higher Pro 1 1
239 climate greater than Higher Pro 1 1
239 climate greater than Higher Pro 1 1
464 climate greater than Neutral Neutral NA NA
464 climate greater than Neutral Neutral NA NA
465 climate less than Higher Anti 1 1
465 climate less than Higher Anti 1 1
240 climate less than Lower Pro 1 1
240 climate less than Lower Pro 1 1
466 climate less than Higher Anti 2 2
466 climate less than Higher Anti 2 2
241 climate greater than Higher Pro 1 1
241 climate greater than Higher Pro 1 1
467 climate less than Higher Anti 2 2
467 climate less than Higher Anti 2 2
468 climate less than Higher Anti 2 2
468 climate less than Higher Anti 2 2
242 climate less than Higher Anti 1 1
242 climate less than Higher Anti 1 1
243 climate less than Higher Anti 2 2
243 climate less than Higher Anti 2 2
469 climate greater than Higher Pro 1 1
469 climate greater than Higher Pro 1 1
244 climate less than Higher Anti 2 2
244 climate less than Higher Anti 2 2
475 climate less than Higher Anti 1 1
475 climate less than Higher Anti 1 1
246 climate less than Higher Anti 1 1
246 climate less than Higher Anti 1 1
245 climate greater than Neutral Neutral NA NA
245 climate greater than Neutral Neutral NA NA
470 climate less than Higher Anti 1 1
470 climate less than Higher Anti 1 1
247 climate less than Higher Anti 1 1
247 climate less than Higher Anti 1 1
474 climate less than Higher Anti 1 1
474 climate less than Higher Anti 1 1
249 climate greater than Higher Pro 2 2
249 climate greater than Higher Pro 2 2
471 climate less than Higher Anti 1 1
471 climate less than Higher Anti 1 1
472 climate greater than Higher Pro 1 1
472 climate greater than Higher Pro 1 1
473 climate less than Higher Anti 1 1
473 climate less than Higher Anti 1 1
251 climate greater than Higher Pro 1 1
251 climate greater than Higher Pro 1 1
250 climate greater than Neutral Neutral NA NA
250 climate greater than Neutral Neutral NA NA
248 climate greater than Higher Pro 2 2
248 climate greater than Higher Pro 2 2
476 climate greater than Neutral Neutral NA NA
476 climate greater than Neutral Neutral NA NA
237 climate less than Higher Anti 2 2
237 climate less than Higher Anti 2 2
461 climate less than Higher Anti 1 1
461 climate less than Higher Anti 1 1
234 climate greater than Higher Pro 1 1
234 climate greater than Higher Pro 1 1
233 climate less than Lower Pro 1 1
233 climate less than Lower Pro 1 1
477 climate less than Higher Anti 1 1
477 climate less than Higher Anti 1 1
232 climate less than Higher Anti 1 1
232 climate less than Higher Anti 1 1
478 climate less than Higher Anti 1 1
478 climate less than Higher Anti 1 1
457 climate greater than Higher Pro 2 2
457 climate greater than Higher Pro 2 2
227 climate less than Neutral Neutral NA NA
227 climate less than Neutral Neutral NA NA
226 climate less than Higher Anti 2 2
226 climate less than Higher Anti 2 2
454 climate less than Higher Anti 1 1
454 climate less than Higher Anti 1 1
222 climate less than Higher Anti 2 2
222 climate less than Higher Anti 2 2
452 climate greater than Higher Pro 1 1
452 climate greater than Higher Pro 1 1
451 climate less than Lower Pro 1 1
451 climate less than Lower Pro 1 1
450 climate less than Higher Anti 1 1
450 climate less than Higher Anti 1 1
219 climate greater than Lower Anti 2 2
219 climate greater than Lower Anti 2 2
449 climate greater than Lower Anti 2 2
449 climate greater than Lower Anti 2 2
448 climate greater than Lower Anti 1 1
448 climate greater than Lower Anti 1 1
216 climate less than Higher Anti 1 1
216 climate less than Higher Anti 1 1
207 climate less than Neutral Neutral NA NA
207 climate less than Neutral Neutral NA NA
205 climate greater than Neutral Neutral NA NA
205 climate greater than Neutral Neutral NA NA
202 climate less than Higher Anti 1 1
202 climate less than Higher Anti 1 1
484 climate greater than Neutral Neutral NA NA
484 climate greater than Neutral Neutral NA NA
438 climate greater than Higher Pro 2 2
438 climate greater than Higher Pro 2 2
437 climate less than Higher Anti 1 1
437 climate less than Higher Anti 1 1
198 climate less than Higher Anti 2 2
198 climate less than Higher Anti 2 2
197 climate greater than Lower Anti 1 1
197 climate greater than Lower Anti 1 1
486 climate greater than Higher Pro 2 2
486 climate greater than Higher Pro 2 2
487 climate less than Lower Pro 2 2
487 climate less than Lower Pro 2 2
196 climate less than Neutral Neutral NA NA
196 climate less than Neutral Neutral NA NA
195 climate greater than Lower Anti 1 1
195 climate greater than Lower Anti 1 1
488 climate less than Higher Anti 1 1
488 climate less than Higher Anti 1 1
194 climate greater than Higher Pro 1 1
194 climate greater than Higher Pro 1 1
490 climate less than Neutral Neutral NA NA
490 climate less than Neutral Neutral NA NA
434 climate greater than Neutral Neutral NA NA
434 climate greater than Neutral Neutral NA NA
190 climate greater than Higher Pro 1 1
190 climate greater than Higher Pro 1 1
187 climate less than Higher Anti 2 2
187 climate less than Higher Anti 2 2
186 climate less than Neutral Neutral NA NA
186 climate less than Neutral Neutral NA NA
185 climate less than Higher Anti 2 2
185 climate less than Higher Anti 2 2
492 climate greater than Higher Pro 2 2
492 climate greater than Higher Pro 2 2
182 climate greater than Higher Pro 1 1
182 climate greater than Higher Pro 1 1
429 climate less than Neutral Neutral NA NA
429 climate less than Neutral Neutral NA NA
428 climate greater than Neutral Neutral NA NA
428 climate greater than Neutral Neutral NA NA
427 climate less than Neutral Neutral NA NA
427 climate less than Neutral Neutral NA NA
179 climate greater than Higher Pro 2 2
179 climate greater than Higher Pro 2 2
169 climate less than Higher Anti 1 1
169 climate less than Higher Anti 1 1
494 climate less than Higher Anti 1 1
494 climate less than Higher Anti 1 1
414 climate greater than Higher Pro 1 1
414 climate greater than Higher Pro 1 1
496 climate greater than Higher Pro 1 1
496 climate greater than Higher Pro 1 1
166 climate greater than Neutral Neutral NA NA
166 climate greater than Neutral Neutral NA NA
164 climate greater than Neutral Neutral NA NA
164 climate greater than Neutral Neutral NA NA
413 climate less than Higher Anti 1 1
413 climate less than Higher Anti 1 1
165 climate less than Higher Anti 2 2
165 climate less than Higher Anti 2 2
499 climate greater than Higher Pro 2 2
499 climate greater than Higher Pro 2 2
162 climate less than Higher Anti 2 2
162 climate less than Higher Anti 2 2
157 climate less than Higher Anti 2 2
157 climate less than Higher Anti 2 2
498 climate greater than Higher Pro 1 1
498 climate greater than Higher Pro 1 1
160 climate greater than Higher Pro 1 1
160 climate greater than Higher Pro 1 1
158 climate greater than Higher Pro 2 2
158 climate greater than Higher Pro 2 2
501 climate less than Higher Anti 1 1
501 climate less than Higher Anti 1 1
405 climate greater than Neutral Neutral NA NA
405 climate greater than Neutral Neutral NA NA
431 climate less than Higher Anti 2 2
431 climate less than Higher Anti 2 2

Create a combined issue_motive_strength variable

data_mot <- data_mot %>% 
  mutate(issue_motive_strength = case_when(
    issue_motive == "Anti" & issue_strength == 2 ~ "Anti-strong",
    issue_motive == "Anti" & issue_strength == 1 ~ "Anti-moderate",
    issue_motive == "Pro" & issue_strength == 2 ~ "Pro-strong",
    issue_motive == "Pro" & issue_strength == 1 ~ "Pro-moderate",
    issue_motive == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

And check if this worked:

data_mot %>% 
  filter(question_topic == "climate") %>% 
  select(subj_idx, question_topic, message, 
         issue_motive, issue_strength, issue_motive_strength) %>% 
  tt(theme = "striped")
tinytable_vmvsmvs8zmlqlfob22cq
subj_idx question_topic message issue_motive issue_strength issue_motive_strength
252 climate less than Anti 2 Anti-strong
252 climate less than Anti 2 Anti-strong
382 climate less than Anti 2 Anti-strong
382 climate less than Anti 2 Anti-strong
1 climate greater than Neutral NA Neutral
1 climate greater than Neutral NA Neutral
253 climate less than Anti 2 Anti-strong
253 climate less than Anti 2 Anti-strong
2 climate less than Neutral NA Neutral
2 climate less than Neutral NA Neutral
3 climate less than Anti 2 Anti-strong
3 climate less than Anti 2 Anti-strong
254 climate greater than Anti 1 Anti-moderate
254 climate greater than Anti 1 Anti-moderate
255 climate greater than Pro 2 Pro-strong
255 climate greater than Pro 2 Pro-strong
256 climate greater than Pro 1 Pro-moderate
256 climate greater than Pro 1 Pro-moderate
4 climate greater than Pro 1 Pro-moderate
4 climate greater than Pro 1 Pro-moderate
257 climate less than Anti 2 Anti-strong
257 climate less than Anti 2 Anti-strong
258 climate less than Anti 2 Anti-strong
258 climate less than Anti 2 Anti-strong
259 climate greater than Pro 1 Pro-moderate
259 climate greater than Pro 1 Pro-moderate
260 climate less than Anti 1 Anti-moderate
260 climate less than Anti 1 Anti-moderate
381 climate less than Neutral NA Neutral
381 climate less than Neutral NA Neutral
8 climate greater than Pro 1 Pro-moderate
8 climate greater than Pro 1 Pro-moderate
9 climate less than Anti 2 Anti-strong
9 climate less than Anti 2 Anti-strong
10 climate greater than Pro 1 Pro-moderate
10 climate greater than Pro 1 Pro-moderate
262 climate greater than Pro 2 Pro-strong
262 climate greater than Pro 2 Pro-strong
263 climate less than Anti 1 Anti-moderate
263 climate less than Anti 1 Anti-moderate
14 climate greater than Pro 2 Pro-strong
14 climate greater than Pro 2 Pro-strong
84 climate greater than Pro 1 Pro-moderate
84 climate greater than Pro 1 Pro-moderate
12 climate greater than Pro 2 Pro-strong
12 climate greater than Pro 2 Pro-strong
15 climate greater than Pro 2 Pro-strong
15 climate greater than Pro 2 Pro-strong
380 climate greater than Pro 1 Pro-moderate
380 climate greater than Pro 1 Pro-moderate
13 climate less than Anti 1 Anti-moderate
13 climate less than Anti 1 Anti-moderate
266 climate greater than Pro 1 Pro-moderate
266 climate greater than Pro 1 Pro-moderate
16 climate greater than Pro 2 Pro-strong
16 climate greater than Pro 2 Pro-strong
265 climate greater than Pro 2 Pro-strong
265 climate greater than Pro 2 Pro-strong
268 climate less than Anti 2 Anti-strong
268 climate less than Anti 2 Anti-strong
20 climate less than Anti 1 Anti-moderate
20 climate less than Anti 1 Anti-moderate
379 climate greater than Pro 2 Pro-strong
379 climate greater than Pro 2 Pro-strong
82 climate less than Anti 1 Anti-moderate
82 climate less than Anti 1 Anti-moderate
18 climate greater than Pro 1 Pro-moderate
18 climate greater than Pro 1 Pro-moderate
378 climate less than Anti 2 Anti-strong
378 climate less than Anti 2 Anti-strong
271 climate less than Anti 1 Anti-moderate
271 climate less than Anti 1 Anti-moderate
83 climate greater than Neutral NA Neutral
83 climate greater than Neutral NA Neutral
21 climate less than Anti 2 Anti-strong
21 climate less than Anti 2 Anti-strong
377 climate greater than Pro 1 Pro-moderate
377 climate greater than Pro 1 Pro-moderate
376 climate less than Anti 1 Anti-moderate
376 climate less than Anti 1 Anti-moderate
374 climate greater than Pro 1 Pro-moderate
374 climate greater than Pro 1 Pro-moderate
273 climate greater than Pro 1 Pro-moderate
273 climate greater than Pro 1 Pro-moderate
80 climate less than Anti 2 Anti-strong
80 climate less than Anti 2 Anti-strong
81 climate less than Anti 2 Anti-strong
81 climate less than Anti 2 Anti-strong
24 climate greater than Pro 1 Pro-moderate
24 climate greater than Pro 1 Pro-moderate
375 climate greater than Pro 2 Pro-strong
375 climate greater than Pro 2 Pro-strong
25 climate greater than Pro 2 Pro-strong
25 climate greater than Pro 2 Pro-strong
274 climate greater than Neutral NA Neutral
274 climate greater than Neutral NA Neutral
27 climate less than Anti 1 Anti-moderate
27 climate less than Anti 1 Anti-moderate
276 climate less than Anti 2 Anti-strong
276 climate less than Anti 2 Anti-strong
29 climate greater than Pro 2 Pro-strong
29 climate greater than Pro 2 Pro-strong
28 climate less than Anti 2 Anti-strong
28 climate less than Anti 2 Anti-strong
372 climate less than Anti 2 Anti-strong
372 climate less than Anti 2 Anti-strong
277 climate greater than Pro 2 Pro-strong
277 climate greater than Pro 2 Pro-strong
279 climate less than Anti 2 Anti-strong
279 climate less than Anti 2 Anti-strong
31 climate less than Anti 2 Anti-strong
31 climate less than Anti 2 Anti-strong
30 climate less than Anti 2 Anti-strong
30 climate less than Anti 2 Anti-strong
281 climate greater than Pro 2 Pro-strong
281 climate greater than Pro 2 Pro-strong
35 climate less than Anti 2 Anti-strong
35 climate less than Anti 2 Anti-strong
34 climate greater than Neutral NA Neutral
34 climate greater than Neutral NA Neutral
282 climate less than Anti 2 Anti-strong
282 climate less than Anti 2 Anti-strong
371 climate greater than Pro 2 Pro-strong
371 climate greater than Pro 2 Pro-strong
33 climate greater than Pro 2 Pro-strong
33 climate greater than Pro 2 Pro-strong
369 climate greater than Pro 2 Pro-strong
369 climate greater than Pro 2 Pro-strong
40 climate less than Neutral NA Neutral
40 climate less than Neutral NA Neutral
272 climate less than Anti 2 Anti-strong
272 climate less than Anti 2 Anti-strong
283 climate less than Anti 2 Anti-strong
283 climate less than Anti 2 Anti-strong
286 climate less than Anti 2 Anti-strong
286 climate less than Anti 2 Anti-strong
42 climate greater than Pro 1 Pro-moderate
42 climate greater than Pro 1 Pro-moderate
370 climate less than Anti 1 Anti-moderate
370 climate less than Anti 1 Anti-moderate
287 climate greater than Pro 2 Pro-strong
287 climate greater than Pro 2 Pro-strong
41 climate greater than Pro 2 Pro-strong
41 climate greater than Pro 2 Pro-strong
285 climate less than Anti 1 Anti-moderate
285 climate less than Anti 1 Anti-moderate
368 climate less than Anti 2 Anti-strong
368 climate less than Anti 2 Anti-strong
288 climate greater than Pro 2 Pro-strong
288 climate greater than Pro 2 Pro-strong
39 climate greater than Pro 1 Pro-moderate
39 climate greater than Pro 1 Pro-moderate
38 climate greater than Pro 1 Pro-moderate
38 climate greater than Pro 1 Pro-moderate
290 climate less than Anti 2 Anti-strong
290 climate less than Anti 2 Anti-strong
44 climate greater than Pro 2 Pro-strong
44 climate greater than Pro 2 Pro-strong
45 climate less than Neutral NA Neutral
45 climate less than Neutral NA Neutral
291 climate less than Anti 2 Anti-strong
291 climate less than Anti 2 Anti-strong
293 climate less than Anti 1 Anti-moderate
293 climate less than Anti 1 Anti-moderate
47 climate greater than Pro 1 Pro-moderate
47 climate greater than Pro 1 Pro-moderate
79 climate greater than Pro 1 Pro-moderate
79 climate greater than Pro 1 Pro-moderate
46 climate less than Anti 1 Anti-moderate
46 climate less than Anti 1 Anti-moderate
50 climate less than Anti 2 Anti-strong
50 climate less than Anti 2 Anti-strong
298 climate greater than Neutral NA Neutral
298 climate greater than Neutral NA Neutral
43 climate greater than Pro 1 Pro-moderate
43 climate greater than Pro 1 Pro-moderate
294 climate less than Anti 1 Anti-moderate
294 climate less than Anti 1 Anti-moderate
296 climate greater than Neutral NA Neutral
296 climate greater than Neutral NA Neutral
297 climate less than Neutral NA Neutral
297 climate less than Neutral NA Neutral
52 climate greater than Neutral NA Neutral
52 climate greater than Neutral NA Neutral
366 climate greater than Pro 1 Pro-moderate
366 climate greater than Pro 1 Pro-moderate
56 climate greater than Pro 2 Pro-strong
56 climate greater than Pro 2 Pro-strong
365 climate less than Anti 2 Anti-strong
365 climate less than Anti 2 Anti-strong
63 climate less than Anti 1 Anti-moderate
63 climate less than Anti 1 Anti-moderate
304 climate less than Anti 1 Anti-moderate
304 climate less than Anti 1 Anti-moderate
58 climate less than Anti 2 Anti-strong
58 climate less than Anti 2 Anti-strong
306 climate less than Anti 1 Anti-moderate
306 climate less than Anti 1 Anti-moderate
51 climate greater than Pro 2 Pro-strong
51 climate greater than Pro 2 Pro-strong
302 climate greater than Pro 1 Pro-moderate
302 climate greater than Pro 1 Pro-moderate
54 climate greater than Pro 2 Pro-strong
54 climate greater than Pro 2 Pro-strong
57 climate greater than Pro 2 Pro-strong
57 climate greater than Pro 2 Pro-strong
60 climate less than Anti 1 Anti-moderate
60 climate less than Anti 1 Anti-moderate
364 climate greater than Pro 2 Pro-strong
364 climate greater than Pro 2 Pro-strong
53 climate greater than Pro 2 Pro-strong
53 climate greater than Pro 2 Pro-strong
280 climate greater than Pro 2 Pro-strong
280 climate greater than Pro 2 Pro-strong
301 climate greater than Pro 2 Pro-strong
301 climate greater than Pro 2 Pro-strong
65 climate greater than Pro 2 Pro-strong
65 climate greater than Pro 2 Pro-strong
55 climate greater than Neutral NA Neutral
55 climate greater than Neutral NA Neutral
307 climate less than Anti 2 Anti-strong
307 climate less than Anti 2 Anti-strong
305 climate less than Pro 1 Pro-moderate
305 climate less than Pro 1 Pro-moderate
308 climate greater than Pro 2 Pro-strong
308 climate greater than Pro 2 Pro-strong
300 climate greater than Pro 2 Pro-strong
300 climate greater than Pro 2 Pro-strong
59 climate less than Anti 2 Anti-strong
59 climate less than Anti 2 Anti-strong
270 climate less than Neutral NA Neutral
270 climate less than Neutral NA Neutral
309 climate less than Anti 2 Anti-strong
309 climate less than Anti 2 Anti-strong
71 climate less than Anti 2 Anti-strong
71 climate less than Anti 2 Anti-strong
310 climate greater than Pro 2 Pro-strong
310 climate greater than Pro 2 Pro-strong
68 climate greater than Neutral NA Neutral
68 climate greater than Neutral NA Neutral
299 climate greater than Pro 2 Pro-strong
299 climate greater than Pro 2 Pro-strong
367 climate greater than Pro 2 Pro-strong
367 climate greater than Pro 2 Pro-strong
295 climate less than Anti 2 Anti-strong
295 climate less than Anti 2 Anti-strong
48 climate greater than Pro 1 Pro-moderate
48 climate greater than Pro 1 Pro-moderate
37 climate greater than Neutral NA Neutral
37 climate greater than Neutral NA Neutral
36 climate greater than Pro 2 Pro-strong
36 climate greater than Pro 2 Pro-strong
284 climate less than Anti 2 Anti-strong
284 climate less than Anti 2 Anti-strong
278 climate greater than Pro 2 Pro-strong
278 climate greater than Pro 2 Pro-strong
23 climate greater than Pro 1 Pro-moderate
23 climate greater than Pro 1 Pro-moderate
275 climate less than Neutral NA Neutral
275 climate less than Neutral NA Neutral
26 climate less than Anti 2 Anti-strong
26 climate less than Anti 2 Anti-strong
373 climate greater than Pro 2 Pro-strong
373 climate greater than Pro 2 Pro-strong
19 climate greater than Pro 2 Pro-strong
19 climate greater than Pro 2 Pro-strong
269 climate greater than Pro 1 Pro-moderate
269 climate greater than Pro 1 Pro-moderate
17 climate less than Anti 1 Anti-moderate
17 climate less than Anti 1 Anti-moderate
267 climate greater than Pro 2 Pro-strong
267 climate greater than Pro 2 Pro-strong
264 climate less than Anti 2 Anti-strong
264 climate less than Anti 2 Anti-strong
11 climate greater than Anti 1 Anti-moderate
11 climate greater than Anti 1 Anti-moderate
261 climate less than Anti 2 Anti-strong
261 climate less than Anti 2 Anti-strong
7 climate greater than Pro 2 Pro-strong
7 climate greater than Pro 2 Pro-strong
6 climate less than Anti 2 Anti-strong
6 climate less than Anti 2 Anti-strong
5 climate greater than Pro 1 Pro-moderate
5 climate greater than Pro 1 Pro-moderate
292 climate less than Neutral NA Neutral
292 climate less than Neutral NA Neutral
32 climate greater than Pro 2 Pro-strong
32 climate greater than Pro 2 Pro-strong
49 climate greater than Pro 2 Pro-strong
49 climate greater than Pro 2 Pro-strong
61 climate less than Anti 1 Anti-moderate
61 climate less than Anti 1 Anti-moderate
312 climate greater than Pro 2 Pro-strong
312 climate greater than Pro 2 Pro-strong
70 climate less than Anti 1 Anti-moderate
70 climate less than Anti 1 Anti-moderate
77 climate greater than Neutral NA Neutral
77 climate greater than Neutral NA Neutral
72 climate greater than Pro 2 Pro-strong
72 climate greater than Pro 2 Pro-strong
316 climate less than Anti 1 Anti-moderate
316 climate less than Anti 1 Anti-moderate
76 climate greater than Pro 2 Pro-strong
76 climate greater than Pro 2 Pro-strong
317 climate less than Anti 1 Anti-moderate
317 climate less than Anti 1 Anti-moderate
363 climate less than Anti 1 Anti-moderate
363 climate less than Anti 1 Anti-moderate
73 climate greater than Pro 2 Pro-strong
73 climate greater than Pro 2 Pro-strong
318 climate greater than Pro 1 Pro-moderate
318 climate greater than Pro 1 Pro-moderate
78 climate greater than Pro 2 Pro-strong
78 climate greater than Pro 2 Pro-strong
85 climate less than Anti 2 Anti-strong
85 climate less than Anti 2 Anti-strong
67 climate less than Anti 1 Anti-moderate
67 climate less than Anti 1 Anti-moderate
326 climate less than Anti 1 Anti-moderate
326 climate less than Anti 1 Anti-moderate
91 climate less than Anti 2 Anti-strong
91 climate less than Anti 2 Anti-strong
323 climate greater than Pro 1 Pro-moderate
323 climate greater than Pro 1 Pro-moderate
69 climate less than Anti 1 Anti-moderate
69 climate less than Anti 1 Anti-moderate
86 climate greater than Pro 1 Pro-moderate
86 climate greater than Pro 1 Pro-moderate
315 climate greater than Pro 2 Pro-strong
315 climate greater than Pro 2 Pro-strong
324 climate greater than Neutral NA Neutral
324 climate greater than Neutral NA Neutral
383 climate greater than Pro 1 Pro-moderate
383 climate greater than Pro 1 Pro-moderate
320 climate less than Anti 2 Anti-strong
320 climate less than Anti 2 Anti-strong
327 climate less than Anti 2 Anti-strong
327 climate less than Anti 2 Anti-strong
328 climate less than Anti 2 Anti-strong
328 climate less than Anti 2 Anti-strong
88 climate less than Anti 1 Anti-moderate
88 climate less than Anti 1 Anti-moderate
322 climate greater than Pro 2 Pro-strong
322 climate greater than Pro 2 Pro-strong
89 climate less than Anti 2 Anti-strong
89 climate less than Anti 2 Anti-strong
331 climate greater than Pro 1 Pro-moderate
331 climate greater than Pro 1 Pro-moderate
362 climate less than Anti 2 Anti-strong
362 climate less than Anti 2 Anti-strong
97 climate greater than Pro 2 Pro-strong
97 climate greater than Pro 2 Pro-strong
332 climate less than Pro 2 Pro-strong
332 climate less than Pro 2 Pro-strong
313 climate greater than Pro 2 Pro-strong
313 climate greater than Pro 2 Pro-strong
98 climate less than Anti 2 Anti-strong
98 climate less than Anti 2 Anti-strong
325 climate greater than Pro 2 Pro-strong
325 climate greater than Pro 2 Pro-strong
329 climate less than Anti 2 Anti-strong
329 climate less than Anti 2 Anti-strong
66 climate greater than Pro 2 Pro-strong
66 climate greater than Pro 2 Pro-strong
333 climate greater than Pro 2 Pro-strong
333 climate greater than Pro 2 Pro-strong
336 climate greater than Pro 1 Pro-moderate
336 climate greater than Pro 1 Pro-moderate
337 climate greater than Pro 2 Pro-strong
337 climate greater than Pro 2 Pro-strong
334 climate less than Anti 2 Anti-strong
334 climate less than Anti 2 Anti-strong
314 climate greater than Pro 2 Pro-strong
314 climate greater than Pro 2 Pro-strong
108 climate greater than Pro 1 Pro-moderate
108 climate greater than Pro 1 Pro-moderate
101 climate less than Anti 1 Anti-moderate
101 climate less than Anti 1 Anti-moderate
106 climate less than Anti 2 Anti-strong
106 climate less than Anti 2 Anti-strong
105 climate greater than Pro 1 Pro-moderate
105 climate greater than Pro 1 Pro-moderate
62 climate greater than Anti 1 Anti-moderate
62 climate greater than Anti 1 Anti-moderate
109 climate greater than Pro 2 Pro-strong
109 climate greater than Pro 2 Pro-strong
107 climate greater than Neutral NA Neutral
107 climate greater than Neutral NA Neutral
330 climate less than Anti 1 Anti-moderate
330 climate less than Anti 1 Anti-moderate
342 climate less than Anti 2 Anti-strong
342 climate less than Anti 2 Anti-strong
111 climate less than Anti 2 Anti-strong
111 climate less than Anti 2 Anti-strong
338 climate greater than Pro 1 Pro-moderate
338 climate greater than Pro 1 Pro-moderate
345 climate greater than Pro 1 Pro-moderate
345 climate greater than Pro 1 Pro-moderate
289 climate greater than Neutral NA Neutral
289 climate greater than Neutral NA Neutral
344 climate less than Anti 2 Anti-strong
344 climate less than Anti 2 Anti-strong
112 climate greater than Pro 1 Pro-moderate
112 climate greater than Pro 1 Pro-moderate
100 climate less than Anti 2 Anti-strong
100 climate less than Anti 2 Anti-strong
343 climate less than Anti 1 Anti-moderate
343 climate less than Anti 1 Anti-moderate
99 climate less than Pro 1 Pro-moderate
99 climate less than Pro 1 Pro-moderate
75 climate less than Anti 2 Anti-strong
75 climate less than Anti 2 Anti-strong
94 climate greater than Pro 2 Pro-strong
94 climate greater than Pro 2 Pro-strong
93 climate greater than Pro 1 Pro-moderate
93 climate greater than Pro 1 Pro-moderate
96 climate greater than Pro 2 Pro-strong
96 climate greater than Pro 2 Pro-strong
321 climate less than Anti 2 Anti-strong
321 climate less than Anti 2 Anti-strong
87 climate less than Anti 1 Anti-moderate
87 climate less than Anti 1 Anti-moderate
90 climate less than Neutral NA Neutral
90 climate less than Neutral NA Neutral
113 climate greater than Pro 1 Pro-moderate
113 climate greater than Pro 1 Pro-moderate
102 climate greater than Pro 1 Pro-moderate
102 climate greater than Pro 1 Pro-moderate
110 climate less than Anti 1 Anti-moderate
110 climate less than Anti 1 Anti-moderate
115 climate greater than Pro 2 Pro-strong
115 climate greater than Pro 2 Pro-strong
95 climate greater than Pro 2 Pro-strong
95 climate greater than Pro 2 Pro-strong
103 climate greater than Pro 2 Pro-strong
103 climate greater than Pro 2 Pro-strong
339 climate less than Anti 2 Anti-strong
339 climate less than Anti 2 Anti-strong
350 climate greater than Pro 2 Pro-strong
350 climate greater than Pro 2 Pro-strong
341 climate greater than Pro 2 Pro-strong
341 climate greater than Pro 2 Pro-strong
114 climate greater than Pro 2 Pro-strong
114 climate greater than Pro 2 Pro-strong
335 climate less than Anti 1 Anti-moderate
335 climate less than Anti 1 Anti-moderate
351 climate less than Anti 1 Anti-moderate
351 climate less than Anti 1 Anti-moderate
349 climate greater than Pro 2 Pro-strong
349 climate greater than Pro 2 Pro-strong
348 climate greater than Pro 1 Pro-moderate
348 climate greater than Pro 1 Pro-moderate
104 climate less than Anti 2 Anti-strong
104 climate less than Anti 2 Anti-strong
319 climate less than Anti 2 Anti-strong
319 climate less than Anti 2 Anti-strong
356 climate greater than Pro 1 Pro-moderate
356 climate greater than Pro 1 Pro-moderate
352 climate greater than Pro 2 Pro-strong
352 climate greater than Pro 2 Pro-strong
118 climate less than Anti 2 Anti-strong
118 climate less than Anti 2 Anti-strong
116 climate less than Anti 1 Anti-moderate
116 climate less than Anti 1 Anti-moderate
117 climate greater than Pro 2 Pro-strong
117 climate greater than Pro 2 Pro-strong
354 climate less than Anti 2 Anti-strong
354 climate less than Anti 2 Anti-strong
346 climate greater than Pro 2 Pro-strong
346 climate greater than Pro 2 Pro-strong
120 climate greater than Pro 2 Pro-strong
120 climate greater than Pro 2 Pro-strong
74 climate greater than Pro 2 Pro-strong
74 climate greater than Pro 2 Pro-strong
122 climate less than Anti 1 Anti-moderate
122 climate less than Anti 1 Anti-moderate
124 climate less than Neutral NA Neutral
124 climate less than Neutral NA Neutral
123 climate greater than Pro 2 Pro-strong
123 climate greater than Pro 2 Pro-strong
359 climate less than Anti 2 Anti-strong
359 climate less than Anti 2 Anti-strong
357 climate greater than Pro 1 Pro-moderate
357 climate greater than Pro 1 Pro-moderate
361 climate less than Anti 2 Anti-strong
361 climate less than Anti 2 Anti-strong
121 climate less than Anti 2 Anti-strong
121 climate less than Anti 2 Anti-strong
340 climate less than Anti 1 Anti-moderate
340 climate less than Anti 1 Anti-moderate
127 climate less than Anti 1 Anti-moderate
127 climate less than Anti 1 Anti-moderate
353 climate less than Anti 2 Anti-strong
353 climate less than Anti 2 Anti-strong
128 climate greater than Pro 1 Pro-moderate
128 climate greater than Pro 1 Pro-moderate
129 climate less than Anti 2 Anti-strong
129 climate less than Anti 2 Anti-strong
347 climate less than Neutral NA Neutral
347 climate less than Neutral NA Neutral
311 climate less than Anti 2 Anti-strong
311 climate less than Anti 2 Anti-strong
386 climate greater than Pro 1 Pro-moderate
386 climate greater than Pro 1 Pro-moderate
384 climate greater than Pro 2 Pro-strong
384 climate greater than Pro 2 Pro-strong
64 climate less than Anti 2 Anti-strong
64 climate less than Anti 2 Anti-strong
133 climate greater than Pro 1 Pro-moderate
133 climate greater than Pro 1 Pro-moderate
125 climate less than Anti 1 Anti-moderate
125 climate less than Anti 1 Anti-moderate
360 climate greater than Pro 2 Pro-strong
360 climate greater than Pro 2 Pro-strong
387 climate greater than Pro 2 Pro-strong
387 climate greater than Pro 2 Pro-strong
385 climate greater than Pro 2 Pro-strong
385 climate greater than Pro 2 Pro-strong
389 climate greater than Pro 1 Pro-moderate
389 climate greater than Pro 1 Pro-moderate
119 climate greater than Pro 2 Pro-strong
119 climate greater than Pro 2 Pro-strong
126 climate less than Anti 2 Anti-strong
126 climate less than Anti 2 Anti-strong
132 climate less than Anti 2 Anti-strong
132 climate less than Anti 2 Anti-strong
390 climate greater than Pro 1 Pro-moderate
390 climate greater than Pro 1 Pro-moderate
391 climate greater than Neutral NA Neutral
391 climate greater than Neutral NA Neutral
134 climate greater than Pro 2 Pro-strong
134 climate greater than Pro 2 Pro-strong
135 climate greater than Pro 1 Pro-moderate
135 climate greater than Pro 1 Pro-moderate
131 climate greater than Pro 2 Pro-strong
131 climate greater than Pro 2 Pro-strong
388 climate less than Anti 1 Anti-moderate
388 climate less than Anti 1 Anti-moderate
393 climate greater than Pro 2 Pro-strong
393 climate greater than Pro 2 Pro-strong
392 climate less than Neutral NA Neutral
392 climate less than Neutral NA Neutral
396 climate less than Anti 1 Anti-moderate
396 climate less than Anti 1 Anti-moderate
138 climate greater than Pro 2 Pro-strong
138 climate greater than Pro 2 Pro-strong
136 climate greater than Anti 1 Anti-moderate
136 climate greater than Anti 1 Anti-moderate
139 climate less than Neutral NA Neutral
139 climate less than Neutral NA Neutral
504 climate less than Anti 2 Anti-strong
504 climate less than Anti 2 Anti-strong
397 climate greater than Pro 2 Pro-strong
397 climate greater than Pro 2 Pro-strong
395 climate greater than Neutral NA Neutral
395 climate greater than Neutral NA Neutral
394 climate greater than Pro 1 Pro-moderate
394 climate greater than Pro 1 Pro-moderate
142 climate less than Anti 2 Anti-strong
142 climate less than Anti 2 Anti-strong
141 climate greater than Pro 1 Pro-moderate
141 climate greater than Pro 1 Pro-moderate
137 climate less than Pro 2 Pro-strong
137 climate less than Pro 2 Pro-strong
145 climate greater than Pro 1 Pro-moderate
145 climate greater than Pro 1 Pro-moderate
22 climate less than Anti 2 Anti-strong
22 climate less than Anti 2 Anti-strong
144 climate less than Pro 1 Pro-moderate
144 climate less than Pro 1 Pro-moderate
400 climate greater than Pro 2 Pro-strong
400 climate greater than Pro 2 Pro-strong
146 climate greater than Neutral NA Neutral
146 climate greater than Neutral NA Neutral
398 climate greater than Pro 2 Pro-strong
398 climate greater than Pro 2 Pro-strong
148 climate greater than Pro 2 Pro-strong
148 climate greater than Pro 2 Pro-strong
140 climate greater than Pro 2 Pro-strong
140 climate greater than Pro 2 Pro-strong
503 climate less than Neutral NA Neutral
503 climate less than Neutral NA Neutral
399 climate less than Anti 1 Anti-moderate
399 climate less than Anti 1 Anti-moderate
401 climate greater than Pro 2 Pro-strong
401 climate greater than Pro 2 Pro-strong
149 climate greater than Pro 2 Pro-strong
149 climate greater than Pro 2 Pro-strong
143 climate less than Anti 2 Anti-strong
143 climate less than Anti 2 Anti-strong
403 climate less than Anti 2 Anti-strong
403 climate less than Anti 2 Anti-strong
147 climate greater than Pro 1 Pro-moderate
147 climate greater than Pro 1 Pro-moderate
150 climate greater than Pro 1 Pro-moderate
150 climate greater than Pro 1 Pro-moderate
153 climate less than Anti 1 Anti-moderate
153 climate less than Anti 1 Anti-moderate
152 climate less than Anti 2 Anti-strong
152 climate less than Anti 2 Anti-strong
404 climate greater than Pro 1 Pro-moderate
404 climate greater than Pro 1 Pro-moderate
154 climate less than Anti 1 Anti-moderate
154 climate less than Anti 1 Anti-moderate
358 climate greater than Pro 1 Pro-moderate
358 climate greater than Pro 1 Pro-moderate
151 climate less than Anti 2 Anti-strong
151 climate less than Anti 2 Anti-strong
402 climate less than Anti 1 Anti-moderate
402 climate less than Anti 1 Anti-moderate
130 climate greater than Pro 2 Pro-strong
130 climate greater than Pro 2 Pro-strong
155 climate greater than Pro 1 Pro-moderate
155 climate greater than Pro 1 Pro-moderate
500 climate less than Anti 1 Anti-moderate
500 climate less than Anti 1 Anti-moderate
156 climate less than Anti 2 Anti-strong
156 climate less than Anti 2 Anti-strong
406 climate greater than Pro 1 Pro-moderate
406 climate greater than Pro 1 Pro-moderate
502 climate greater than Neutral NA Neutral
502 climate greater than Neutral NA Neutral
408 climate less than Anti 1 Anti-moderate
408 climate less than Anti 1 Anti-moderate
407 climate greater than Pro 2 Pro-strong
407 climate greater than Pro 2 Pro-strong
161 climate greater than Pro 2 Pro-strong
161 climate greater than Pro 2 Pro-strong
409 climate less than Neutral NA Neutral
409 climate less than Neutral NA Neutral
159 climate greater than Pro 2 Pro-strong
159 climate greater than Pro 2 Pro-strong
411 climate less than Anti 1 Anti-moderate
411 climate less than Anti 1 Anti-moderate
410 climate greater than Neutral NA Neutral
410 climate greater than Neutral NA Neutral
163 climate greater than Pro 1 Pro-moderate
163 climate greater than Pro 1 Pro-moderate
412 climate greater than Pro 2 Pro-strong
412 climate greater than Pro 2 Pro-strong
497 climate greater than Pro 2 Pro-strong
497 climate greater than Pro 2 Pro-strong
495 climate less than Anti 2 Anti-strong
495 climate less than Anti 2 Anti-strong
167 climate greater than Neutral NA Neutral
167 climate greater than Neutral NA Neutral
355 climate less than Anti 2 Anti-strong
355 climate less than Anti 2 Anti-strong
168 climate greater than Pro 2 Pro-strong
168 climate greater than Pro 2 Pro-strong
416 climate greater than Pro 1 Pro-moderate
416 climate greater than Pro 1 Pro-moderate
415 climate greater than Pro 2 Pro-strong
415 climate greater than Pro 2 Pro-strong
170 climate greater than Pro 2 Pro-strong
170 climate greater than Pro 2 Pro-strong
417 climate greater than Pro 2 Pro-strong
417 climate greater than Pro 2 Pro-strong
493 climate greater than Pro 1 Pro-moderate
493 climate greater than Pro 1 Pro-moderate
171 climate greater than Pro 2 Pro-strong
171 climate greater than Pro 2 Pro-strong
419 climate greater than Pro 1 Pro-moderate
419 climate greater than Pro 1 Pro-moderate
420 climate greater than Pro 1 Pro-moderate
420 climate greater than Pro 1 Pro-moderate
173 climate greater than Pro 1 Pro-moderate
173 climate greater than Pro 1 Pro-moderate
172 climate less than Anti 2 Anti-strong
172 climate less than Anti 2 Anti-strong
421 climate less than Neutral NA Neutral
421 climate less than Neutral NA Neutral
418 climate greater than Pro 1 Pro-moderate
418 climate greater than Pro 1 Pro-moderate
176 climate less than Anti 1 Anti-moderate
176 climate less than Anti 1 Anti-moderate
175 climate greater than Pro 1 Pro-moderate
175 climate greater than Pro 1 Pro-moderate
423 climate less than Neutral NA Neutral
423 climate less than Neutral NA Neutral
177 climate greater than Pro 1 Pro-moderate
177 climate greater than Pro 1 Pro-moderate
424 climate less than Anti 1 Anti-moderate
424 climate less than Anti 1 Anti-moderate
422 climate greater than Neutral NA Neutral
422 climate greater than Neutral NA Neutral
426 climate less than Anti 2 Anti-strong
426 climate less than Anti 2 Anti-strong
178 climate greater than Pro 1 Pro-moderate
178 climate greater than Pro 1 Pro-moderate
425 climate less than Anti 1 Anti-moderate
425 climate less than Anti 1 Anti-moderate
180 climate less than Anti 1 Anti-moderate
180 climate less than Anti 1 Anti-moderate
174 climate greater than Pro 2 Pro-strong
174 climate greater than Pro 2 Pro-strong
181 climate greater than Neutral NA Neutral
181 climate greater than Neutral NA Neutral
430 climate greater than Neutral NA Neutral
430 climate greater than Neutral NA Neutral
183 climate less than Anti 1 Anti-moderate
183 climate less than Anti 1 Anti-moderate
184 climate less than Anti 1 Anti-moderate
184 climate less than Anti 1 Anti-moderate
432 climate less than Anti 2 Anti-strong
432 climate less than Anti 2 Anti-strong
491 climate less than Anti 1 Anti-moderate
491 climate less than Anti 1 Anti-moderate
188 climate less than Anti 1 Anti-moderate
188 climate less than Anti 1 Anti-moderate
189 climate less than Anti 1 Anti-moderate
189 climate less than Anti 1 Anti-moderate
433 climate less than Anti 1 Anti-moderate
433 climate less than Anti 1 Anti-moderate
191 climate greater than Anti 2 Anti-strong
191 climate greater than Anti 2 Anti-strong
435 climate greater than Pro 2 Pro-strong
435 climate greater than Pro 2 Pro-strong
192 climate greater than Neutral NA Neutral
192 climate greater than Neutral NA Neutral
193 climate less than Anti 2 Anti-strong
193 climate less than Anti 2 Anti-strong
489 climate less than Anti 1 Anti-moderate
489 climate less than Anti 1 Anti-moderate
485 climate less than Pro 2 Pro-strong
485 climate less than Pro 2 Pro-strong
199 climate less than Neutral NA Neutral
199 climate less than Neutral NA Neutral
436 climate less than Pro 1 Pro-moderate
436 climate less than Pro 1 Pro-moderate
200 climate less than Anti 1 Anti-moderate
200 climate less than Anti 1 Anti-moderate
201 climate less than Neutral NA Neutral
201 climate less than Neutral NA Neutral
439 climate less than Anti 1 Anti-moderate
439 climate less than Anti 1 Anti-moderate
440 climate greater than Neutral NA Neutral
440 climate greater than Neutral NA Neutral
203 climate less than Anti 2 Anti-strong
203 climate less than Anti 2 Anti-strong
441 climate less than Anti 1 Anti-moderate
441 climate less than Anti 1 Anti-moderate
204 climate less than Anti 1 Anti-moderate
204 climate less than Anti 1 Anti-moderate
483 climate greater than Pro 2 Pro-strong
483 climate greater than Pro 2 Pro-strong
482 climate greater than Pro 1 Pro-moderate
482 climate greater than Pro 1 Pro-moderate
206 climate greater than Anti 1 Anti-moderate
206 climate greater than Anti 1 Anti-moderate
481 climate less than Anti 1 Anti-moderate
481 climate less than Anti 1 Anti-moderate
442 climate greater than Anti 1 Anti-moderate
442 climate greater than Anti 1 Anti-moderate
208 climate greater than Pro 1 Pro-moderate
208 climate greater than Pro 1 Pro-moderate
209 climate greater than Pro 2 Pro-strong
209 climate greater than Pro 2 Pro-strong
443 climate greater than Anti 1 Anti-moderate
443 climate greater than Anti 1 Anti-moderate
210 climate greater than Pro 2 Pro-strong
210 climate greater than Pro 2 Pro-strong
444 climate less than Anti 2 Anti-strong
444 climate less than Anti 2 Anti-strong
211 climate greater than Pro 1 Pro-moderate
211 climate greater than Pro 1 Pro-moderate
212 climate greater than Neutral NA Neutral
212 climate greater than Neutral NA Neutral
445 climate greater than Pro 2 Pro-strong
445 climate greater than Pro 2 Pro-strong
446 climate less than Pro 1 Pro-moderate
446 climate less than Pro 1 Pro-moderate
213 climate less than Anti 1 Anti-moderate
213 climate less than Anti 1 Anti-moderate
214 climate less than Anti 1 Anti-moderate
214 climate less than Anti 1 Anti-moderate
480 climate less than Anti 2 Anti-strong
480 climate less than Anti 2 Anti-strong
215 climate greater than Pro 2 Pro-strong
215 climate greater than Pro 2 Pro-strong
447 climate less than Anti 1 Anti-moderate
447 climate less than Anti 1 Anti-moderate
217 climate greater than Neutral NA Neutral
217 climate greater than Neutral NA Neutral
218 climate less than Neutral NA Neutral
218 climate less than Neutral NA Neutral
220 climate greater than Pro 1 Pro-moderate
220 climate greater than Pro 1 Pro-moderate
453 climate less than Pro 1 Pro-moderate
453 climate less than Pro 1 Pro-moderate
221 climate less than Neutral NA Neutral
221 climate less than Neutral NA Neutral
479 climate greater than Pro 1 Pro-moderate
479 climate greater than Pro 1 Pro-moderate
223 climate greater than Pro 1 Pro-moderate
223 climate greater than Pro 1 Pro-moderate
224 climate greater than Neutral NA Neutral
224 climate greater than Neutral NA Neutral
225 climate greater than Pro 1 Pro-moderate
225 climate greater than Pro 1 Pro-moderate
455 climate greater than Pro 2 Pro-strong
455 climate greater than Pro 2 Pro-strong
456 climate less than Pro 1 Pro-moderate
456 climate less than Pro 1 Pro-moderate
228 climate greater than Pro 2 Pro-strong
228 climate greater than Pro 2 Pro-strong
229 climate less than Anti 2 Anti-strong
229 climate less than Anti 2 Anti-strong
458 climate greater than Neutral NA Neutral
458 climate greater than Neutral NA Neutral
230 climate greater than Anti 2 Anti-strong
230 climate greater than Anti 2 Anti-strong
231 climate less than Anti 2 Anti-strong
231 climate less than Anti 2 Anti-strong
459 climate less than Anti 1 Anti-moderate
459 climate less than Anti 1 Anti-moderate
460 climate less than Anti 1 Anti-moderate
460 climate less than Anti 1 Anti-moderate
235 climate less than Anti 1 Anti-moderate
235 climate less than Anti 1 Anti-moderate
462 climate greater than Pro 2 Pro-strong
462 climate greater than Pro 2 Pro-strong
236 climate greater than Pro 2 Pro-strong
236 climate greater than Pro 2 Pro-strong
238 climate less than Anti 1 Anti-moderate
238 climate less than Anti 1 Anti-moderate
463 climate greater than Pro 1 Pro-moderate
463 climate greater than Pro 1 Pro-moderate
239 climate greater than Pro 1 Pro-moderate
239 climate greater than Pro 1 Pro-moderate
464 climate greater than Neutral NA Neutral
464 climate greater than Neutral NA Neutral
465 climate less than Anti 1 Anti-moderate
465 climate less than Anti 1 Anti-moderate
240 climate less than Pro 1 Pro-moderate
240 climate less than Pro 1 Pro-moderate
466 climate less than Anti 2 Anti-strong
466 climate less than Anti 2 Anti-strong
241 climate greater than Pro 1 Pro-moderate
241 climate greater than Pro 1 Pro-moderate
467 climate less than Anti 2 Anti-strong
467 climate less than Anti 2 Anti-strong
468 climate less than Anti 2 Anti-strong
468 climate less than Anti 2 Anti-strong
242 climate less than Anti 1 Anti-moderate
242 climate less than Anti 1 Anti-moderate
243 climate less than Anti 2 Anti-strong
243 climate less than Anti 2 Anti-strong
469 climate greater than Pro 1 Pro-moderate
469 climate greater than Pro 1 Pro-moderate
244 climate less than Anti 2 Anti-strong
244 climate less than Anti 2 Anti-strong
475 climate less than Anti 1 Anti-moderate
475 climate less than Anti 1 Anti-moderate
246 climate less than Anti 1 Anti-moderate
246 climate less than Anti 1 Anti-moderate
245 climate greater than Neutral NA Neutral
245 climate greater than Neutral NA Neutral
470 climate less than Anti 1 Anti-moderate
470 climate less than Anti 1 Anti-moderate
247 climate less than Anti 1 Anti-moderate
247 climate less than Anti 1 Anti-moderate
474 climate less than Anti 1 Anti-moderate
474 climate less than Anti 1 Anti-moderate
249 climate greater than Pro 2 Pro-strong
249 climate greater than Pro 2 Pro-strong
471 climate less than Anti 1 Anti-moderate
471 climate less than Anti 1 Anti-moderate
472 climate greater than Pro 1 Pro-moderate
472 climate greater than Pro 1 Pro-moderate
473 climate less than Anti 1 Anti-moderate
473 climate less than Anti 1 Anti-moderate
251 climate greater than Pro 1 Pro-moderate
251 climate greater than Pro 1 Pro-moderate
250 climate greater than Neutral NA Neutral
250 climate greater than Neutral NA Neutral
248 climate greater than Pro 2 Pro-strong
248 climate greater than Pro 2 Pro-strong
476 climate greater than Neutral NA Neutral
476 climate greater than Neutral NA Neutral
237 climate less than Anti 2 Anti-strong
237 climate less than Anti 2 Anti-strong
461 climate less than Anti 1 Anti-moderate
461 climate less than Anti 1 Anti-moderate
234 climate greater than Pro 1 Pro-moderate
234 climate greater than Pro 1 Pro-moderate
233 climate less than Pro 1 Pro-moderate
233 climate less than Pro 1 Pro-moderate
477 climate less than Anti 1 Anti-moderate
477 climate less than Anti 1 Anti-moderate
232 climate less than Anti 1 Anti-moderate
232 climate less than Anti 1 Anti-moderate
478 climate less than Anti 1 Anti-moderate
478 climate less than Anti 1 Anti-moderate
457 climate greater than Pro 2 Pro-strong
457 climate greater than Pro 2 Pro-strong
227 climate less than Neutral NA Neutral
227 climate less than Neutral NA Neutral
226 climate less than Anti 2 Anti-strong
226 climate less than Anti 2 Anti-strong
454 climate less than Anti 1 Anti-moderate
454 climate less than Anti 1 Anti-moderate
222 climate less than Anti 2 Anti-strong
222 climate less than Anti 2 Anti-strong
452 climate greater than Pro 1 Pro-moderate
452 climate greater than Pro 1 Pro-moderate
451 climate less than Pro 1 Pro-moderate
451 climate less than Pro 1 Pro-moderate
450 climate less than Anti 1 Anti-moderate
450 climate less than Anti 1 Anti-moderate
219 climate greater than Anti 2 Anti-strong
219 climate greater than Anti 2 Anti-strong
449 climate greater than Anti 2 Anti-strong
449 climate greater than Anti 2 Anti-strong
448 climate greater than Anti 1 Anti-moderate
448 climate greater than Anti 1 Anti-moderate
216 climate less than Anti 1 Anti-moderate
216 climate less than Anti 1 Anti-moderate
207 climate less than Neutral NA Neutral
207 climate less than Neutral NA Neutral
205 climate greater than Neutral NA Neutral
205 climate greater than Neutral NA Neutral
202 climate less than Anti 1 Anti-moderate
202 climate less than Anti 1 Anti-moderate
484 climate greater than Neutral NA Neutral
484 climate greater than Neutral NA Neutral
438 climate greater than Pro 2 Pro-strong
438 climate greater than Pro 2 Pro-strong
437 climate less than Anti 1 Anti-moderate
437 climate less than Anti 1 Anti-moderate
198 climate less than Anti 2 Anti-strong
198 climate less than Anti 2 Anti-strong
197 climate greater than Anti 1 Anti-moderate
197 climate greater than Anti 1 Anti-moderate
486 climate greater than Pro 2 Pro-strong
486 climate greater than Pro 2 Pro-strong
487 climate less than Pro 2 Pro-strong
487 climate less than Pro 2 Pro-strong
196 climate less than Neutral NA Neutral
196 climate less than Neutral NA Neutral
195 climate greater than Anti 1 Anti-moderate
195 climate greater than Anti 1 Anti-moderate
488 climate less than Anti 1 Anti-moderate
488 climate less than Anti 1 Anti-moderate
194 climate greater than Pro 1 Pro-moderate
194 climate greater than Pro 1 Pro-moderate
490 climate less than Neutral NA Neutral
490 climate less than Neutral NA Neutral
434 climate greater than Neutral NA Neutral
434 climate greater than Neutral NA Neutral
190 climate greater than Pro 1 Pro-moderate
190 climate greater than Pro 1 Pro-moderate
187 climate less than Anti 2 Anti-strong
187 climate less than Anti 2 Anti-strong
186 climate less than Neutral NA Neutral
186 climate less than Neutral NA Neutral
185 climate less than Anti 2 Anti-strong
185 climate less than Anti 2 Anti-strong
492 climate greater than Pro 2 Pro-strong
492 climate greater than Pro 2 Pro-strong
182 climate greater than Pro 1 Pro-moderate
182 climate greater than Pro 1 Pro-moderate
429 climate less than Neutral NA Neutral
429 climate less than Neutral NA Neutral
428 climate greater than Neutral NA Neutral
428 climate greater than Neutral NA Neutral
427 climate less than Neutral NA Neutral
427 climate less than Neutral NA Neutral
179 climate greater than Pro 2 Pro-strong
179 climate greater than Pro 2 Pro-strong
169 climate less than Anti 1 Anti-moderate
169 climate less than Anti 1 Anti-moderate
494 climate less than Anti 1 Anti-moderate
494 climate less than Anti 1 Anti-moderate
414 climate greater than Pro 1 Pro-moderate
414 climate greater than Pro 1 Pro-moderate
496 climate greater than Pro 1 Pro-moderate
496 climate greater than Pro 1 Pro-moderate
166 climate greater than Neutral NA Neutral
166 climate greater than Neutral NA Neutral
164 climate greater than Neutral NA Neutral
164 climate greater than Neutral NA Neutral
413 climate less than Anti 1 Anti-moderate
413 climate less than Anti 1 Anti-moderate
165 climate less than Anti 2 Anti-strong
165 climate less than Anti 2 Anti-strong
499 climate greater than Pro 2 Pro-strong
499 climate greater than Pro 2 Pro-strong
162 climate less than Anti 2 Anti-strong
162 climate less than Anti 2 Anti-strong
157 climate less than Anti 2 Anti-strong
157 climate less than Anti 2 Anti-strong
498 climate greater than Pro 1 Pro-moderate
498 climate greater than Pro 1 Pro-moderate
160 climate greater than Pro 1 Pro-moderate
160 climate greater than Pro 1 Pro-moderate
158 climate greater than Pro 2 Pro-strong
158 climate greater than Pro 2 Pro-strong
501 climate less than Anti 1 Anti-moderate
501 climate less than Anti 1 Anti-moderate
405 climate greater than Neutral NA Neutral
405 climate greater than Neutral NA Neutral
431 climate less than Anti 2 Anti-strong
431 climate less than Anti 2 Anti-strong

Calculate Pro / Anti Message based on Ideology & Self-Enhancement Motive

Now, I want to code the variable ideo_motive. This one is very similar to issue_motive, but rather than calculating the motives from specific opinion questions on each topic, this one uses the Left / Right ideology item. For selfenhancement, it uses the default instead. For the neutral vignettes, I use the arbitrary placeholder.

data_mot <- data_mot %>%
  mutate(ideo_direction = case_when(
    question_topic == "climate" ~ ideo_m_climate,
    question_topic == "adoption" ~ ideo_m_adoption,
    question_topic == "punishment" ~ ideo_m_punishment,
    question_topic == "cats" ~ ideo_m_cats,
    question_topic == "teaculture" ~ ideo_m_teaculture,
    question_topic == "brain" ~ ideo_m_brain,
    question_topic == "gender" ~ ideo_m_gender,
    question_topic == "discrimination" ~ ideo_m_discrimination,
    question_topic == "immigration" ~ ideo_m_immigration,
    question_topic == "gonogo_performance" ~ self_m_enhancement,
    question_topic == "fakenews_performance" ~ self_m_enhancement,
    TRUE ~ NA_character_
  ))

data_mot <- data_mot %>%
  mutate(ideo_motive = case_when(
    message == "less than" & ideo_direction == "Lower" ~ "Pro",
    message == "greater than" & ideo_direction == "Higher" ~ "Pro",
    message == "less than" & ideo_direction == "Higher" ~ "Anti",
    message == "greater than" & ideo_direction == "Lower" ~ "Anti",
    ideo_direction == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

Transform into a factor with three levels (Anti, Neutral, Pro)

data_mot <- data_mot %>% 
  mutate(ideo_motive = factor(ideo_motive, levels = c("Anti", "Neutral", "Pro")))

Check if all worked as planned

data_mot %>% 
  filter(question_topic == "immigration") %>% 
  select(subj_idx, question_topic, message, ideo_m_immigration, ideo_motive) %>% 
  tt(theme = "striped")
tinytable_djn7kk2yk4d6omojhvcy
subj_idx question_topic message ideo_m_immigration ideo_motive
252 immigration less than Lower Pro
252 immigration less than Lower Pro
382 immigration less than Lower Pro
382 immigration less than Lower Pro
1 immigration greater than Higher Pro
1 immigration greater than Higher Pro
253 immigration less than Lower Pro
253 immigration less than Lower Pro
2 immigration greater than Higher Pro
2 immigration greater than Higher Pro
3 immigration greater than Lower Anti
3 immigration greater than Lower Anti
254 immigration greater than Higher Pro
254 immigration greater than Higher Pro
255 immigration less than Higher Anti
255 immigration less than Higher Anti
256 immigration greater than Lower Anti
256 immigration greater than Lower Anti
4 immigration greater than Lower Anti
4 immigration greater than Lower Anti
257 immigration less than Lower Pro
257 immigration less than Lower Pro
258 immigration greater than Neutral Neutral
258 immigration greater than Neutral Neutral
259 immigration greater than Lower Anti
259 immigration greater than Lower Anti
260 immigration less than Lower Pro
260 immigration less than Lower Pro
381 immigration less than Higher Anti
381 immigration less than Higher Anti
8 immigration greater than Lower Anti
8 immigration greater than Lower Anti
9 immigration greater than Lower Anti
9 immigration greater than Lower Anti
10 immigration greater than Lower Anti
10 immigration greater than Lower Anti
262 immigration less than Lower Pro
262 immigration less than Lower Pro
263 immigration greater than Lower Anti
263 immigration greater than Lower Anti
14 immigration greater than Higher Pro
14 immigration greater than Higher Pro
84 immigration less than Lower Pro
84 immigration less than Lower Pro
12 immigration greater than Higher Pro
12 immigration greater than Higher Pro
15 immigration less than Lower Pro
15 immigration less than Lower Pro
380 immigration less than Lower Pro
380 immigration less than Lower Pro
13 immigration greater than Lower Anti
13 immigration greater than Lower Anti
266 immigration less than Higher Anti
266 immigration less than Higher Anti
16 immigration greater than Lower Anti
16 immigration greater than Lower Anti
265 immigration greater than Lower Anti
265 immigration greater than Lower Anti
268 immigration less than Lower Pro
268 immigration less than Lower Pro
20 immigration greater than Lower Anti
20 immigration greater than Lower Anti
379 immigration greater than Lower Anti
379 immigration greater than Lower Anti
82 immigration less than Higher Anti
82 immigration less than Higher Anti
18 immigration less than Lower Pro
18 immigration less than Lower Pro
378 immigration less than Lower Pro
378 immigration less than Lower Pro
271 immigration greater than Lower Anti
271 immigration greater than Lower Anti
83 immigration less than Neutral Neutral
83 immigration less than Neutral Neutral
21 immigration less than Lower Pro
21 immigration less than Lower Pro
377 immigration greater than Higher Pro
377 immigration greater than Higher Pro
376 immigration greater than Lower Anti
376 immigration greater than Lower Anti
374 immigration less than Lower Pro
374 immigration less than Lower Pro
273 immigration greater than Lower Anti
273 immigration greater than Lower Anti
80 immigration less than Lower Pro
80 immigration less than Lower Pro
81 immigration less than Lower Pro
81 immigration less than Lower Pro
24 immigration greater than Lower Anti
24 immigration greater than Lower Anti
375 immigration less than Lower Pro
375 immigration less than Lower Pro
25 immigration less than Lower Pro
25 immigration less than Lower Pro
274 immigration greater than Lower Anti
274 immigration greater than Lower Anti
27 immigration greater than Higher Pro
27 immigration greater than Higher Pro
276 immigration less than Lower Pro
276 immigration less than Lower Pro
29 immigration greater than Lower Anti
29 immigration greater than Lower Anti
28 immigration greater than Higher Pro
28 immigration greater than Higher Pro
372 immigration less than Lower Pro
372 immigration less than Lower Pro
277 immigration greater than Lower Anti
277 immigration greater than Lower Anti
279 immigration less than Lower Pro
279 immigration less than Lower Pro
31 immigration greater than Lower Anti
31 immigration greater than Lower Anti
30 immigration less than Lower Pro
30 immigration less than Lower Pro
281 immigration greater than Lower Anti
281 immigration greater than Lower Anti
35 immigration greater than Lower Anti
35 immigration greater than Lower Anti
34 immigration greater than Neutral Neutral
34 immigration greater than Neutral Neutral
282 immigration less than Lower Pro
282 immigration less than Lower Pro
371 immigration less than Lower Pro
371 immigration less than Lower Pro
33 immigration greater than Lower Anti
33 immigration greater than Lower Anti
369 immigration less than Lower Pro
369 immigration less than Lower Pro
40 immigration less than Lower Pro
40 immigration less than Lower Pro
272 immigration greater than Higher Pro
272 immigration greater than Higher Pro
283 immigration less than Lower Pro
283 immigration less than Lower Pro
286 immigration greater than Lower Anti
286 immigration greater than Lower Anti
42 immigration less than Lower Pro
42 immigration less than Lower Pro
370 immigration less than Lower Pro
370 immigration less than Lower Pro
287 immigration less than Higher Anti
287 immigration less than Higher Anti
41 immigration less than Lower Pro
41 immigration less than Lower Pro
285 immigration less than Lower Pro
285 immigration less than Lower Pro
368 immigration greater than Lower Anti
368 immigration greater than Lower Anti
288 immigration less than Lower Pro
288 immigration less than Lower Pro
39 immigration less than Lower Pro
39 immigration less than Lower Pro
38 immigration less than Higher Anti
38 immigration less than Higher Anti
290 immigration greater than Lower Anti
290 immigration greater than Lower Anti
44 immigration greater than Lower Anti
44 immigration greater than Lower Anti
45 immigration greater than Higher Pro
45 immigration greater than Higher Pro
291 immigration greater than Lower Anti
291 immigration greater than Lower Anti
293 immigration less than Lower Pro
293 immigration less than Lower Pro
47 immigration greater than Higher Pro
47 immigration greater than Higher Pro
79 immigration less than Higher Anti
79 immigration less than Higher Anti
46 immigration greater than Lower Anti
46 immigration greater than Lower Anti
50 immigration less than Lower Pro
50 immigration less than Lower Pro
298 immigration less than Higher Anti
298 immigration less than Higher Anti
43 immigration less than Lower Pro
43 immigration less than Lower Pro
294 immigration less than Lower Pro
294 immigration less than Lower Pro
296 immigration greater than Lower Anti
296 immigration greater than Lower Anti
297 immigration greater than Lower Anti
297 immigration greater than Lower Anti
52 immigration less than Higher Anti
52 immigration less than Higher Anti
366 immigration less than Higher Anti
366 immigration less than Higher Anti
56 immigration less than Higher Anti
56 immigration less than Higher Anti
365 immigration less than Lower Pro
365 immigration less than Lower Pro
63 immigration less than Lower Pro
63 immigration less than Lower Pro
304 immigration greater than Higher Pro
304 immigration greater than Higher Pro
58 immigration greater than Lower Anti
58 immigration greater than Lower Anti
306 immigration greater than Lower Anti
306 immigration greater than Lower Anti
51 immigration less than Lower Pro
51 immigration less than Lower Pro
302 immigration less than Lower Pro
302 immigration less than Lower Pro
54 immigration less than Lower Pro
54 immigration less than Lower Pro
57 immigration greater than Lower Anti
57 immigration greater than Lower Anti
60 immigration less than Lower Pro
60 immigration less than Lower Pro
364 immigration greater than Lower Anti
364 immigration greater than Lower Anti
53 immigration less than Lower Pro
53 immigration less than Lower Pro
280 immigration less than Higher Anti
280 immigration less than Higher Anti
301 immigration less than Lower Pro
301 immigration less than Lower Pro
65 immigration greater than Lower Anti
65 immigration greater than Lower Anti
55 immigration less than Lower Pro
55 immigration less than Lower Pro
307 immigration less than Lower Pro
307 immigration less than Lower Pro
305 immigration less than Higher Anti
305 immigration less than Higher Anti
308 immigration less than Lower Pro
308 immigration less than Lower Pro
300 immigration less than Lower Pro
300 immigration less than Lower Pro
59 immigration greater than Lower Anti
59 immigration greater than Lower Anti
270 immigration greater than Higher Pro
270 immigration greater than Higher Pro
309 immigration greater than Lower Anti
309 immigration greater than Lower Anti
71 immigration greater than Lower Anti
71 immigration greater than Lower Anti
310 immigration less than Lower Pro
310 immigration less than Lower Pro
68 immigration greater than Higher Pro
68 immigration greater than Higher Pro
299 immigration greater than Lower Anti
299 immigration greater than Lower Anti
367 immigration greater than Lower Anti
367 immigration greater than Lower Anti
295 immigration less than Lower Pro
295 immigration less than Lower Pro
48 immigration less than Higher Anti
48 immigration less than Higher Anti
37 immigration less than Lower Pro
37 immigration less than Lower Pro
36 immigration greater than Lower Anti
36 immigration greater than Lower Anti
284 immigration greater than Lower Anti
284 immigration greater than Lower Anti
278 immigration less than Lower Pro
278 immigration less than Lower Pro
23 immigration less than Lower Pro
23 immigration less than Lower Pro
275 immigration less than Higher Anti
275 immigration less than Higher Anti
26 immigration less than Lower Pro
26 immigration less than Lower Pro
373 immigration less than Lower Pro
373 immigration less than Lower Pro
19 immigration less than Lower Pro
19 immigration less than Lower Pro
269 immigration less than Lower Pro
269 immigration less than Lower Pro
17 immigration greater than Lower Anti
17 immigration greater than Lower Anti
267 immigration greater than Lower Anti
267 immigration greater than Lower Anti
264 immigration less than Lower Pro
264 immigration less than Lower Pro
11 immigration less than Higher Anti
11 immigration less than Higher Anti
261 immigration greater than Lower Anti
261 immigration greater than Lower Anti
7 immigration less than Lower Pro
7 immigration less than Lower Pro
6 immigration greater than Lower Anti
6 immigration greater than Lower Anti
5 immigration greater than Lower Anti
5 immigration greater than Lower Anti
292 immigration less than Higher Anti
292 immigration less than Higher Anti
32 immigration less than Lower Pro
32 immigration less than Lower Pro
49 immigration greater than Lower Anti
49 immigration greater than Lower Anti
61 immigration greater than Lower Anti
61 immigration greater than Lower Anti
312 immigration less than Higher Anti
312 immigration less than Higher Anti
70 immigration greater than Lower Anti
70 immigration greater than Lower Anti
77 immigration less than Higher Anti
77 immigration less than Higher Anti
72 immigration greater than Lower Anti
72 immigration greater than Lower Anti
316 immigration less than Lower Pro
316 immigration less than Lower Pro
76 immigration less than Neutral Neutral
76 immigration less than Neutral Neutral
317 immigration less than Neutral Neutral
317 immigration less than Neutral Neutral
363 immigration greater than Higher Pro
363 immigration greater than Higher Pro
73 immigration greater than Lower Anti
73 immigration greater than Lower Anti
318 immigration greater than Lower Anti
318 immigration greater than Lower Anti
78 immigration greater than Lower Anti
78 immigration greater than Lower Anti
85 immigration greater than Lower Anti
85 immigration greater than Lower Anti
67 immigration greater than Lower Anti
67 immigration greater than Lower Anti
326 immigration greater than Lower Anti
326 immigration greater than Lower Anti
91 immigration greater than Lower Anti
91 immigration greater than Lower Anti
323 immigration greater than Lower Anti
323 immigration greater than Lower Anti
69 immigration greater than Lower Anti
69 immigration greater than Lower Anti
86 immigration greater than Higher Pro
86 immigration greater than Higher Pro
315 immigration greater than Lower Anti
315 immigration greater than Lower Anti
324 immigration greater than Higher Pro
324 immigration greater than Higher Pro
383 immigration less than Lower Pro
383 immigration less than Lower Pro
320 immigration less than Lower Pro
320 immigration less than Lower Pro
327 immigration greater than Higher Pro
327 immigration greater than Higher Pro
328 immigration greater than Lower Anti
328 immigration greater than Lower Anti
88 immigration greater than Neutral Neutral
88 immigration greater than Neutral Neutral
322 immigration less than Lower Pro
322 immigration less than Lower Pro
89 immigration less than Lower Pro
89 immigration less than Lower Pro
331 immigration greater than Lower Anti
331 immigration greater than Lower Anti
362 immigration less than Lower Pro
362 immigration less than Lower Pro
97 immigration greater than Lower Anti
97 immigration greater than Lower Anti
332 immigration greater than Higher Pro
332 immigration greater than Higher Pro
313 immigration less than Lower Pro
313 immigration less than Lower Pro
98 immigration greater than Lower Anti
98 immigration greater than Lower Anti
325 immigration greater than Lower Anti
325 immigration greater than Lower Anti
329 immigration less than Lower Pro
329 immigration less than Lower Pro
66 immigration less than Lower Pro
66 immigration less than Lower Pro
333 immigration greater than Lower Anti
333 immigration greater than Lower Anti
336 immigration less than Lower Pro
336 immigration less than Lower Pro
337 immigration less than Lower Pro
337 immigration less than Lower Pro
334 immigration greater than Lower Anti
334 immigration greater than Lower Anti
314 immigration less than Lower Pro
314 immigration less than Lower Pro
108 immigration less than Neutral Neutral
108 immigration less than Neutral Neutral
101 immigration less than Lower Pro
101 immigration less than Lower Pro
106 immigration less than Lower Pro
106 immigration less than Lower Pro
105 immigration less than Lower Pro
105 immigration less than Lower Pro
62 immigration greater than Higher Pro
62 immigration greater than Higher Pro
109 immigration greater than Lower Anti
109 immigration greater than Lower Anti
107 immigration greater than Higher Pro
107 immigration greater than Higher Pro
92 immigration greater than Lower Anti
92 immigration greater than Lower Anti
330 immigration less than Lower Pro
330 immigration less than Lower Pro
342 immigration greater than Lower Anti
342 immigration greater than Lower Anti
111 immigration greater than Lower Anti
111 immigration greater than Lower Anti
338 immigration less than Lower Pro
338 immigration less than Lower Pro
345 immigration greater than Higher Pro
345 immigration greater than Higher Pro
289 immigration less than Higher Anti
289 immigration less than Higher Anti
344 immigration less than Higher Anti
344 immigration less than Higher Anti
112 immigration less than Lower Pro
112 immigration less than Lower Pro
100 immigration less than Lower Pro
100 immigration less than Lower Pro
343 immigration greater than Lower Anti
343 immigration greater than Lower Anti
99 immigration less than Lower Pro
99 immigration less than Lower Pro
75 immigration less than Lower Pro
75 immigration less than Lower Pro
94 immigration greater than Lower Anti
94 immigration greater than Lower Anti
93 immigration less than Lower Pro
93 immigration less than Lower Pro
96 immigration less than Lower Pro
96 immigration less than Lower Pro
321 immigration less than Lower Pro
321 immigration less than Lower Pro
87 immigration less than Lower Pro
87 immigration less than Lower Pro
90 immigration less than Lower Pro
90 immigration less than Lower Pro
113 immigration greater than Lower Anti
113 immigration greater than Lower Anti
102 immigration less than Lower Pro
102 immigration less than Lower Pro
110 immigration greater than Lower Anti
110 immigration greater than Lower Anti
115 immigration greater than Lower Anti
115 immigration greater than Lower Anti
95 immigration greater than Lower Anti
95 immigration greater than Lower Anti
103 immigration less than Lower Pro
103 immigration less than Lower Pro
339 immigration less than Lower Pro
339 immigration less than Lower Pro
350 immigration greater than Lower Anti
350 immigration greater than Lower Anti
341 immigration less than Lower Pro
341 immigration less than Lower Pro
114 immigration less than Lower Pro
114 immigration less than Lower Pro
335 immigration less than Lower Pro
335 immigration less than Lower Pro
351 immigration greater than Lower Anti
351 immigration greater than Lower Anti
349 immigration less than Lower Pro
349 immigration less than Lower Pro
348 immigration less than Lower Pro
348 immigration less than Lower Pro
104 immigration greater than Neutral Neutral
104 immigration greater than Neutral Neutral
319 immigration greater than Lower Anti
319 immigration greater than Lower Anti
356 immigration less than Lower Pro
356 immigration less than Lower Pro
352 immigration greater than Lower Anti
352 immigration greater than Lower Anti
118 immigration less than Lower Pro
118 immigration less than Lower Pro
116 immigration less than Neutral Neutral
116 immigration less than Neutral Neutral
117 immigration less than Lower Pro
117 immigration less than Lower Pro
354 immigration greater than Lower Anti
354 immigration greater than Lower Anti
346 immigration greater than Lower Anti
346 immigration greater than Lower Anti
120 immigration greater than Lower Anti
120 immigration greater than Lower Anti
74 immigration less than Lower Pro
74 immigration less than Lower Pro
122 immigration greater than Lower Anti
122 immigration greater than Lower Anti
124 immigration less than Higher Anti
124 immigration less than Higher Anti
123 immigration greater than Lower Anti
123 immigration greater than Lower Anti
359 immigration less than Lower Pro
359 immigration less than Lower Pro
303 immigration less than Higher Anti
303 immigration less than Higher Anti
357 immigration greater than Lower Anti
357 immigration greater than Lower Anti
361 immigration less than Lower Pro
361 immigration less than Lower Pro
121 immigration less than Lower Pro
121 immigration less than Lower Pro
340 immigration greater than Higher Pro
340 immigration greater than Higher Pro
127 immigration less than Lower Pro
127 immigration less than Lower Pro
353 immigration greater than Higher Pro
353 immigration greater than Higher Pro
128 immigration greater than Lower Anti
128 immigration greater than Lower Anti
129 immigration greater than Lower Anti
129 immigration greater than Lower Anti
347 immigration less than Lower Pro
347 immigration less than Lower Pro
311 immigration less than Lower Pro
311 immigration less than Lower Pro
386 immigration less than Lower Pro
386 immigration less than Lower Pro
384 immigration greater than Lower Anti
384 immigration greater than Lower Anti
64 immigration less than Lower Pro
64 immigration less than Lower Pro
133 immigration less than Lower Pro
133 immigration less than Lower Pro
125 immigration greater than Lower Anti
125 immigration greater than Lower Anti
360 immigration less than Lower Pro
360 immigration less than Lower Pro
387 immigration less than Lower Pro
387 immigration less than Lower Pro
385 immigration greater than Lower Anti
385 immigration greater than Lower Anti
389 immigration greater than Lower Anti
389 immigration greater than Lower Anti
119 immigration greater than Lower Anti
119 immigration greater than Lower Anti
126 immigration less than Lower Pro
126 immigration less than Lower Pro
132 immigration less than Lower Pro
132 immigration less than Lower Pro
390 immigration greater than Lower Anti
390 immigration greater than Lower Anti
391 immigration less than Higher Anti
391 immigration less than Higher Anti
134 immigration greater than Lower Anti
134 immigration greater than Lower Anti
135 immigration greater than Lower Anti
135 immigration greater than Lower Anti
131 immigration greater than Lower Anti
131 immigration greater than Lower Anti
388 immigration less than Lower Pro
388 immigration less than Lower Pro
393 immigration greater than Lower Anti
393 immigration greater than Lower Anti
392 immigration greater than Higher Pro
392 immigration greater than Higher Pro
396 immigration less than Lower Pro
396 immigration less than Lower Pro
138 immigration greater than Lower Anti
138 immigration greater than Lower Anti
136 immigration greater than Higher Pro
136 immigration greater than Higher Pro
139 immigration less than Higher Anti
139 immigration less than Higher Anti
504 immigration less than Lower Pro
504 immigration less than Lower Pro
397 immigration greater than Lower Anti
397 immigration greater than Lower Anti
395 immigration greater than Higher Pro
395 immigration greater than Higher Pro
394 immigration greater than Higher Pro
394 immigration greater than Higher Pro
142 immigration less than Lower Pro
142 immigration less than Lower Pro
141 immigration greater than Higher Pro
141 immigration greater than Higher Pro
137 immigration less than Higher Anti
137 immigration less than Higher Anti
145 immigration greater than Lower Anti
145 immigration greater than Lower Anti
22 immigration less than Lower Pro
22 immigration less than Lower Pro
144 immigration less than Higher Anti
144 immigration less than Higher Anti
400 immigration greater than Lower Anti
400 immigration greater than Lower Anti
146 immigration greater than Higher Pro
146 immigration greater than Higher Pro
398 immigration less than Higher Anti
398 immigration less than Higher Anti
148 immigration less than Higher Anti
148 immigration less than Higher Anti
140 immigration greater than Lower Anti
140 immigration greater than Lower Anti
503 immigration greater than Lower Anti
503 immigration greater than Lower Anti
399 immigration less than Lower Pro
399 immigration less than Lower Pro
401 immigration less than Higher Anti
401 immigration less than Higher Anti
149 immigration greater than Higher Pro
149 immigration greater than Higher Pro
143 immigration less than Lower Pro
143 immigration less than Lower Pro
403 immigration greater than Lower Anti
403 immigration greater than Lower Anti
147 immigration less than Lower Pro
147 immigration less than Lower Pro
150 immigration greater than Higher Pro
150 immigration greater than Higher Pro
153 immigration greater than Higher Pro
153 immigration greater than Higher Pro
152 immigration greater than Higher Pro
152 immigration greater than Higher Pro
404 immigration less than Higher Anti
404 immigration less than Higher Anti
154 immigration greater than Lower Anti
154 immigration greater than Lower Anti
358 immigration less than Lower Pro
358 immigration less than Lower Pro
151 immigration less than Lower Pro
151 immigration less than Lower Pro
402 immigration less than Higher Anti
402 immigration less than Higher Anti
130 immigration greater than Lower Anti
130 immigration greater than Lower Anti
155 immigration less than Lower Pro
155 immigration less than Lower Pro
500 immigration less than Lower Pro
500 immigration less than Lower Pro
156 immigration greater than Lower Anti
156 immigration greater than Lower Anti
406 immigration less than Lower Pro
406 immigration less than Lower Pro
502 immigration greater than Higher Pro
502 immigration greater than Higher Pro
408 immigration less than Higher Anti
408 immigration less than Higher Anti
407 immigration greater than Higher Pro
407 immigration greater than Higher Pro
161 immigration greater than Lower Anti
161 immigration greater than Lower Anti
409 immigration greater than Higher Pro
409 immigration greater than Higher Pro
159 immigration greater than Higher Pro
159 immigration greater than Higher Pro
411 immigration greater than Higher Pro
411 immigration greater than Higher Pro
410 immigration less than Lower Pro
410 immigration less than Lower Pro
163 immigration less than Higher Anti
163 immigration less than Higher Anti
412 immigration greater than Higher Pro
412 immigration greater than Higher Pro
497 immigration less than Higher Anti
497 immigration less than Higher Anti
495 immigration less than Lower Pro
495 immigration less than Lower Pro
167 immigration greater than Higher Pro
167 immigration greater than Higher Pro
355 immigration less than Lower Pro
355 immigration less than Lower Pro
168 immigration less than Higher Anti
168 immigration less than Higher Anti
416 immigration greater than Higher Pro
416 immigration greater than Higher Pro
415 immigration less than Lower Pro
415 immigration less than Lower Pro
170 immigration less than Neutral Neutral
170 immigration less than Neutral Neutral
417 immigration greater than Lower Anti
417 immigration greater than Lower Anti
493 immigration greater than Higher Pro
493 immigration greater than Higher Pro
171 immigration less than Higher Anti
171 immigration less than Higher Anti
419 immigration greater than Higher Pro
419 immigration greater than Higher Pro
420 immigration greater than Higher Pro
420 immigration greater than Higher Pro
173 immigration greater than Higher Pro
173 immigration greater than Higher Pro
172 immigration less than Higher Anti
172 immigration less than Higher Anti
421 immigration less than Higher Anti
421 immigration less than Higher Anti
418 immigration greater than Higher Pro
418 immigration greater than Higher Pro
176 immigration less than Higher Anti
176 immigration less than Higher Anti
175 immigration greater than Lower Anti
175 immigration greater than Lower Anti
423 immigration greater than Higher Pro
423 immigration greater than Higher Pro
177 immigration greater than Neutral Neutral
177 immigration greater than Neutral Neutral
424 immigration greater than Higher Pro
424 immigration greater than Higher Pro
422 immigration greater than Lower Anti
422 immigration greater than Lower Anti
426 immigration greater than Higher Pro
426 immigration greater than Higher Pro
178 immigration greater than Higher Pro
178 immigration greater than Higher Pro
425 immigration greater than Higher Pro
425 immigration greater than Higher Pro
180 immigration greater than Higher Pro
180 immigration greater than Higher Pro
174 immigration less than Higher Anti
174 immigration less than Higher Anti
181 immigration less than Higher Anti
181 immigration less than Higher Anti
430 immigration greater than Higher Pro
430 immigration greater than Higher Pro
183 immigration less than Higher Anti
183 immigration less than Higher Anti
184 immigration greater than Higher Pro
184 immigration greater than Higher Pro
432 immigration less than Higher Anti
432 immigration less than Higher Anti
491 immigration less than Higher Anti
491 immigration less than Higher Anti
188 immigration greater than Higher Pro
188 immigration greater than Higher Pro
189 immigration greater than Higher Pro
189 immigration greater than Higher Pro
433 immigration greater than Higher Pro
433 immigration greater than Higher Pro
191 immigration greater than Higher Pro
191 immigration greater than Higher Pro
435 immigration less than Higher Anti
435 immigration less than Higher Anti
192 immigration greater than Higher Pro
192 immigration greater than Higher Pro
193 immigration less than Lower Pro
193 immigration less than Lower Pro
489 immigration greater than Higher Pro
489 immigration greater than Higher Pro
485 immigration less than Higher Anti
485 immigration less than Higher Anti
199 immigration less than Higher Anti
199 immigration less than Higher Anti
436 immigration less than Higher Anti
436 immigration less than Higher Anti
200 immigration greater than Higher Pro
200 immigration greater than Higher Pro
201 immigration less than Higher Anti
201 immigration less than Higher Anti
439 immigration greater than Higher Pro
439 immigration greater than Higher Pro
440 immigration greater than Higher Pro
440 immigration greater than Higher Pro
203 immigration greater than Higher Pro
203 immigration greater than Higher Pro
441 immigration greater than Higher Pro
441 immigration greater than Higher Pro
204 immigration greater than Higher Pro
204 immigration greater than Higher Pro
483 immigration greater than Higher Pro
483 immigration greater than Higher Pro
482 immigration greater than Higher Pro
482 immigration greater than Higher Pro
206 immigration greater than Higher Pro
206 immigration greater than Higher Pro
481 immigration less than Neutral Neutral
481 immigration less than Neutral Neutral
442 immigration greater than Higher Pro
442 immigration greater than Higher Pro
208 immigration greater than Higher Pro
208 immigration greater than Higher Pro
209 immigration greater than Higher Pro
209 immigration greater than Higher Pro
443 immigration less than Higher Anti
443 immigration less than Higher Anti
210 immigration less than Lower Pro
210 immigration less than Lower Pro
444 immigration less than Higher Anti
444 immigration less than Higher Anti
211 immigration less than Higher Anti
211 immigration less than Higher Anti
212 immigration greater than Higher Pro
212 immigration greater than Higher Pro
445 immigration less than Neutral Neutral
445 immigration less than Neutral Neutral
446 immigration greater than Higher Pro
446 immigration greater than Higher Pro
213 immigration greater than Higher Pro
213 immigration greater than Higher Pro
214 immigration less than Neutral Neutral
214 immigration less than Neutral Neutral
480 immigration less than Higher Anti
480 immigration less than Higher Anti
215 immigration less than Higher Anti
215 immigration less than Higher Anti
447 immigration greater than Higher Pro
447 immigration greater than Higher Pro
217 immigration less than Higher Anti
217 immigration less than Higher Anti
218 immigration less than Higher Anti
218 immigration less than Higher Anti
220 immigration less than Higher Anti
220 immigration less than Higher Anti
453 immigration greater than Higher Pro
453 immigration greater than Higher Pro
221 immigration less than Neutral Neutral
221 immigration less than Neutral Neutral
479 immigration greater than Higher Pro
479 immigration greater than Higher Pro
223 immigration greater than Higher Pro
223 immigration greater than Higher Pro
224 immigration less than Higher Anti
224 immigration less than Higher Anti
225 immigration less than Higher Anti
225 immigration less than Higher Anti
455 immigration greater than Lower Anti
455 immigration greater than Lower Anti
456 immigration less than Higher Anti
456 immigration less than Higher Anti
228 immigration greater than Higher Pro
228 immigration greater than Higher Pro
229 immigration less than Higher Anti
229 immigration less than Higher Anti
458 immigration greater than Higher Pro
458 immigration greater than Higher Pro
230 immigration greater than Higher Pro
230 immigration greater than Higher Pro
231 immigration greater than Higher Pro
231 immigration greater than Higher Pro
459 immigration less than Higher Anti
459 immigration less than Higher Anti
460 immigration greater than Higher Pro
460 immigration greater than Higher Pro
235 immigration greater than Higher Pro
235 immigration greater than Higher Pro
462 immigration greater than Higher Pro
462 immigration greater than Higher Pro
236 immigration less than Lower Pro
236 immigration less than Lower Pro
238 immigration less than Neutral Neutral
238 immigration less than Neutral Neutral
463 immigration greater than Higher Pro
463 immigration greater than Higher Pro
239 immigration less than Higher Anti
239 immigration less than Higher Anti
464 immigration less than Higher Anti
464 immigration less than Higher Anti
465 immigration greater than Higher Pro
465 immigration greater than Higher Pro
240 immigration less than Higher Anti
240 immigration less than Higher Anti
466 immigration less than Higher Anti
466 immigration less than Higher Anti
241 immigration greater than Higher Pro
241 immigration greater than Higher Pro
467 immigration less than Higher Anti
467 immigration less than Higher Anti
468 immigration greater than Lower Anti
468 immigration greater than Lower Anti
242 immigration greater than Higher Pro
242 immigration greater than Higher Pro
243 immigration greater than Lower Anti
243 immigration greater than Lower Anti
469 immigration greater than Higher Pro
469 immigration greater than Higher Pro
244 immigration less than Lower Pro
244 immigration less than Lower Pro
475 immigration less than Neutral Neutral
475 immigration less than Neutral Neutral
246 immigration less than Neutral Neutral
246 immigration less than Neutral Neutral
245 immigration less than Higher Anti
245 immigration less than Higher Anti
470 immigration less than Lower Pro
470 immigration less than Lower Pro
247 immigration less than Higher Anti
247 immigration less than Higher Anti
474 immigration greater than Lower Anti
474 immigration greater than Lower Anti
249 immigration greater than Lower Anti
249 immigration greater than Lower Anti
471 immigration greater than Higher Pro
471 immigration greater than Higher Pro
472 immigration less than Lower Pro
472 immigration less than Lower Pro
473 immigration less than Lower Pro
473 immigration less than Lower Pro
251 immigration less than Higher Anti
251 immigration less than Higher Anti
250 immigration less than Neutral Neutral
250 immigration less than Neutral Neutral
248 immigration greater than Higher Pro
248 immigration greater than Higher Pro
476 immigration less than Neutral Neutral
476 immigration less than Neutral Neutral
237 immigration less than Neutral Neutral
237 immigration less than Neutral Neutral
461 immigration less than Higher Anti
461 immigration less than Higher Anti
234 immigration greater than Higher Pro
234 immigration greater than Higher Pro
233 immigration less than Higher Anti
233 immigration less than Higher Anti
477 immigration less than Higher Anti
477 immigration less than Higher Anti
232 immigration greater than Higher Pro
232 immigration greater than Higher Pro
478 immigration greater than Higher Pro
478 immigration greater than Higher Pro
457 immigration less than Higher Anti
457 immigration less than Higher Anti
227 immigration greater than Higher Pro
227 immigration greater than Higher Pro
226 immigration greater than Higher Pro
226 immigration greater than Higher Pro
454 immigration greater than Higher Pro
454 immigration greater than Higher Pro
222 immigration less than Higher Anti
222 immigration less than Higher Anti
452 immigration less than Higher Anti
452 immigration less than Higher Anti
451 immigration greater than Higher Pro
451 immigration greater than Higher Pro
450 immigration greater than Higher Pro
450 immigration greater than Higher Pro
219 immigration less than Higher Anti
219 immigration less than Higher Anti
449 immigration less than Higher Anti
449 immigration less than Higher Anti
448 immigration greater than Higher Pro
448 immigration greater than Higher Pro
216 immigration less than Lower Pro
216 immigration less than Lower Pro
207 immigration less than Higher Anti
207 immigration less than Higher Anti
205 immigration greater than Higher Pro
205 immigration greater than Higher Pro
202 immigration less than Higher Anti
202 immigration less than Higher Anti
484 immigration less than Higher Anti
484 immigration less than Higher Anti
438 immigration less than Higher Anti
438 immigration less than Higher Anti
437 immigration less than Higher Anti
437 immigration less than Higher Anti
198 immigration less than Neutral Neutral
198 immigration less than Neutral Neutral
197 immigration less than Higher Anti
197 immigration less than Higher Anti
486 immigration greater than Higher Pro
486 immigration greater than Higher Pro
487 immigration greater than Higher Pro
487 immigration greater than Higher Pro
196 immigration greater than Higher Pro
196 immigration greater than Higher Pro
195 immigration greater than Higher Pro
195 immigration greater than Higher Pro
488 immigration less than Higher Anti
488 immigration less than Higher Anti
194 immigration less than Higher Anti
194 immigration less than Higher Anti
490 immigration less than Higher Anti
490 immigration less than Higher Anti
434 immigration less than Higher Anti
434 immigration less than Higher Anti
190 immigration less than Higher Anti
190 immigration less than Higher Anti
187 immigration less than Higher Anti
187 immigration less than Higher Anti
186 immigration greater than Higher Pro
186 immigration greater than Higher Pro
185 immigration less than Higher Anti
185 immigration less than Higher Anti
492 immigration less than Higher Anti
492 immigration less than Higher Anti
182 immigration less than Higher Anti
182 immigration less than Higher Anti
429 immigration greater than Higher Pro
429 immigration greater than Higher Pro
428 immigration greater than Higher Pro
428 immigration greater than Higher Pro
427 immigration greater than Higher Pro
427 immigration greater than Higher Pro
179 immigration greater than Lower Anti
179 immigration greater than Lower Anti
169 immigration greater than Higher Pro
169 immigration greater than Higher Pro
494 immigration less than Lower Pro
494 immigration less than Lower Pro
414 immigration less than Higher Anti
414 immigration less than Higher Anti
496 immigration less than Higher Anti
496 immigration less than Higher Anti
166 immigration greater than Higher Pro
166 immigration greater than Higher Pro
164 immigration less than Higher Anti
164 immigration less than Higher Anti
413 immigration greater than Lower Anti
413 immigration greater than Lower Anti
165 immigration less than Lower Pro
165 immigration less than Lower Pro
499 immigration less than Neutral Neutral
499 immigration less than Neutral Neutral
162 immigration less than Lower Pro
162 immigration less than Lower Pro
157 immigration greater than Lower Anti
157 immigration greater than Lower Anti
498 immigration greater than Higher Pro
498 immigration greater than Higher Pro
160 immigration greater than Higher Pro
160 immigration greater than Higher Pro
158 immigration less than Lower Pro
158 immigration less than Lower Pro
501 immigration less than Higher Anti
501 immigration less than Higher Anti
405 immigration greater than Higher Pro
405 immigration greater than Higher Pro
431 immigration less than Higher Anti
431 immigration less than Higher Anti
data_mot %>% 
  select(ideo_motive) %>% 
  datasummary_skim(., type = "categorical")
tinytable_g41oi4m7gpq5yvlff73u
ideo_motive N %
Anti 5144 47.8
Neutral 398 3.7
Pro 5220 48.5

Quick mean check for this one

data_mot %>%
  group_by(question_topic, ideo_motive) %>%
  filter(Screen != "Question") %>% 
  summarize(mean_response = mean(as.numeric(response), na.rm = TRUE)) %>% 
  tt()
`summarise()` has grouped output by 'question_topic'. You can override using the
`.groups` argument.
tinytable_vpvfe8a56zcc69s0ww3y
question_topic ideo_motive mean_response
adoption Anti 48.3
adoption Neutral 57.1
adoption Pro 56.3
brain Anti 54.3
brain Neutral 53.4
brain Pro 57.7
cats Anti 60.7
cats Neutral 65.7
cats Pro 58.2
climate Anti 51.6
climate Neutral 58.1
climate Pro 57.1
discrimination Anti 47.4
discrimination Neutral 51.9
discrimination Pro 58.2
fakenews_performance Anti 51.2
fakenews_performance Pro 56.5
gender Anti 53.3
gender Neutral 48.0
gender Pro 52.8
gonogo_performance Anti 50.0
gonogo_performance Pro 58.3
immigration Anti 48.1
immigration Neutral 59.0
immigration Pro 61.3
punishment Anti 51.9
punishment Neutral 52.7
punishment Pro 53.6
teaculture Anti 55.4
teaculture Neutral 62.0
teaculture Pro 51.5

And now also create a table for news_source x ideo_motive

datasummary_crosstab(ideo_motive ~ news_source, data = data_mot)
tinytable_675q9xmx8l0kzcq67m5s
ideo_motive Fake True All
Anti N 2450 2686 5144
% row 47.6 52.2 100.0
Neutral N 194 204 398
% row 48.7 51.3 100.0
Pro N 2686 2516 5220
% row 51.5 48.2 100.0
All N 5334 5410 10770
% row 49.5 50.2 100.0

Add ideo_motive_strength

Note to my future self: You will find that ideo_strength is not NA for the neutral topics. This is based on the way you joined the dfs and NOT an issue. The code below ensures that ideo_motive_strength is NA whenever ideo_motive is NA.

data_mot <- data_mot %>%
  mutate(ideo_motive_strength = case_when(
    is.na(ideo_motive) ~ NA_character_,  
    ideo_motive == "Anti" & ideo_strength == 3 ~ "Anti-strong",
    ideo_motive == "Anti" & ideo_strength == 2 ~ "Anti-moderate",
    ideo_motive == "Anti" & ideo_strength == 1 ~ "Anti-weak",
    ideo_motive == "Pro" & ideo_strength == 3 ~ "Pro-strong",
    ideo_motive == "Pro" & ideo_strength == 2 ~ "Pro-moderate",
    ideo_motive == "Pro" & ideo_strength == 1 ~ "Pro-weak",
    ideo_motive == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

And check if it all worked as intended:

data_mot %>% 
  filter(question_topic == "climate") %>% 
  select(subj_idx, question_topic, message, 
         ideo_motive, ideo_strength, ideo_motive_strength) %>% 
  tt(theme = "striped")
tinytable_o8id9in2d3r481sfmamu
subj_idx question_topic message ideo_motive ideo_strength ideo_motive_strength
252 climate less than Anti 2 Anti-moderate
252 climate less than Anti 2 Anti-moderate
382 climate less than Anti 2 Anti-moderate
382 climate less than Anti 2 Anti-moderate
1 climate greater than Anti 2 Anti-moderate
1 climate greater than Anti 2 Anti-moderate
253 climate less than Anti 2 Anti-moderate
253 climate less than Anti 2 Anti-moderate
2 climate less than Pro 2 Pro-moderate
2 climate less than Pro 2 Pro-moderate
3 climate less than Anti 1 Anti-weak
3 climate less than Anti 1 Anti-weak
254 climate greater than Anti 2 Anti-moderate
254 climate greater than Anti 2 Anti-moderate
255 climate greater than Anti 2 Anti-moderate
255 climate greater than Anti 2 Anti-moderate
256 climate greater than Pro 1 Pro-weak
256 climate greater than Pro 1 Pro-weak
4 climate greater than Pro 2 Pro-moderate
4 climate greater than Pro 2 Pro-moderate
257 climate less than Anti 2 Anti-moderate
257 climate less than Anti 2 Anti-moderate
258 climate less than Neutral NA Neutral
258 climate less than Neutral NA Neutral
259 climate greater than Pro 2 Pro-moderate
259 climate greater than Pro 2 Pro-moderate
260 climate less than Anti 2 Anti-moderate
260 climate less than Anti 2 Anti-moderate
381 climate less than Pro 1 Pro-weak
381 climate less than Pro 1 Pro-weak
8 climate greater than Pro 3 Pro-strong
8 climate greater than Pro 3 Pro-strong
9 climate less than Anti 2 Anti-moderate
9 climate less than Anti 2 Anti-moderate
10 climate greater than Pro 2 Pro-moderate
10 climate greater than Pro 2 Pro-moderate
262 climate greater than Pro 1 Pro-weak
262 climate greater than Pro 1 Pro-weak
263 climate less than Anti 1 Anti-weak
263 climate less than Anti 1 Anti-weak
14 climate greater than Anti 1 Anti-weak
14 climate greater than Anti 1 Anti-weak
84 climate greater than Pro 2 Pro-moderate
84 climate greater than Pro 2 Pro-moderate
12 climate greater than Anti 3 Anti-strong
12 climate greater than Anti 3 Anti-strong
15 climate greater than Pro 2 Pro-moderate
15 climate greater than Pro 2 Pro-moderate
380 climate greater than Pro 2 Pro-moderate
380 climate greater than Pro 2 Pro-moderate
13 climate less than Anti 1 Anti-weak
13 climate less than Anti 1 Anti-weak
266 climate greater than Anti 1 Anti-weak
266 climate greater than Anti 1 Anti-weak
16 climate greater than Pro 2 Pro-moderate
16 climate greater than Pro 2 Pro-moderate
265 climate greater than Pro 3 Pro-strong
265 climate greater than Pro 3 Pro-strong
268 climate less than Anti 2 Anti-moderate
268 climate less than Anti 2 Anti-moderate
20 climate less than Anti 1 Anti-weak
20 climate less than Anti 1 Anti-weak
379 climate greater than Pro 1 Pro-weak
379 climate greater than Pro 1 Pro-weak
82 climate less than Pro 1 Pro-weak
82 climate less than Pro 1 Pro-weak
18 climate greater than Pro 1 Pro-weak
18 climate greater than Pro 1 Pro-weak
378 climate less than Anti 3 Anti-strong
378 climate less than Anti 3 Anti-strong
271 climate less than Anti 2 Anti-moderate
271 climate less than Anti 2 Anti-moderate
83 climate greater than Neutral NA Neutral
83 climate greater than Neutral NA Neutral
21 climate less than Anti 1 Anti-weak
21 climate less than Anti 1 Anti-weak
377 climate greater than Anti 2 Anti-moderate
377 climate greater than Anti 2 Anti-moderate
376 climate less than Anti 1 Anti-weak
376 climate less than Anti 1 Anti-weak
374 climate greater than Pro 2 Pro-moderate
374 climate greater than Pro 2 Pro-moderate
273 climate greater than Pro 1 Pro-weak
273 climate greater than Pro 1 Pro-weak
80 climate less than Anti 2 Anti-moderate
80 climate less than Anti 2 Anti-moderate
81 climate less than Anti 1 Anti-weak
81 climate less than Anti 1 Anti-weak
24 climate greater than Pro 1 Pro-weak
24 climate greater than Pro 1 Pro-weak
375 climate greater than Pro 2 Pro-moderate
375 climate greater than Pro 2 Pro-moderate
25 climate greater than Pro 2 Pro-moderate
25 climate greater than Pro 2 Pro-moderate
274 climate greater than Pro 1 Pro-weak
274 climate greater than Pro 1 Pro-weak
27 climate less than Pro 2 Pro-moderate
27 climate less than Pro 2 Pro-moderate
276 climate less than Anti 2 Anti-moderate
276 climate less than Anti 2 Anti-moderate
29 climate greater than Pro 2 Pro-moderate
29 climate greater than Pro 2 Pro-moderate
28 climate less than Pro 1 Pro-weak
28 climate less than Pro 1 Pro-weak
372 climate less than Anti 3 Anti-strong
372 climate less than Anti 3 Anti-strong
277 climate greater than Pro 1 Pro-weak
277 climate greater than Pro 1 Pro-weak
279 climate less than Anti 2 Anti-moderate
279 climate less than Anti 2 Anti-moderate
31 climate less than Anti 1 Anti-weak
31 climate less than Anti 1 Anti-weak
30 climate less than Anti 2 Anti-moderate
30 climate less than Anti 2 Anti-moderate
281 climate greater than Pro 2 Pro-moderate
281 climate greater than Pro 2 Pro-moderate
35 climate less than Anti 1 Anti-weak
35 climate less than Anti 1 Anti-weak
34 climate greater than Neutral NA Neutral
34 climate greater than Neutral NA Neutral
282 climate less than Anti 2 Anti-moderate
282 climate less than Anti 2 Anti-moderate
371 climate greater than Pro 2 Pro-moderate
371 climate greater than Pro 2 Pro-moderate
33 climate greater than Pro 2 Pro-moderate
33 climate greater than Pro 2 Pro-moderate
369 climate greater than Pro 2 Pro-moderate
369 climate greater than Pro 2 Pro-moderate
40 climate less than Anti 2 Anti-moderate
40 climate less than Anti 2 Anti-moderate
272 climate less than Pro 2 Pro-moderate
272 climate less than Pro 2 Pro-moderate
283 climate less than Anti 2 Anti-moderate
283 climate less than Anti 2 Anti-moderate
286 climate less than Anti 2 Anti-moderate
286 climate less than Anti 2 Anti-moderate
42 climate greater than Pro 2 Pro-moderate
42 climate greater than Pro 2 Pro-moderate
370 climate less than Anti 2 Anti-moderate
370 climate less than Anti 2 Anti-moderate
287 climate greater than Anti 1 Anti-weak
287 climate greater than Anti 1 Anti-weak
41 climate greater than Pro 2 Pro-moderate
41 climate greater than Pro 2 Pro-moderate
285 climate less than Anti 2 Anti-moderate
285 climate less than Anti 2 Anti-moderate
368 climate less than Anti 2 Anti-moderate
368 climate less than Anti 2 Anti-moderate
288 climate greater than Pro 2 Pro-moderate
288 climate greater than Pro 2 Pro-moderate
39 climate greater than Pro 2 Pro-moderate
39 climate greater than Pro 2 Pro-moderate
38 climate greater than Anti 2 Anti-moderate
38 climate greater than Anti 2 Anti-moderate
290 climate less than Anti 2 Anti-moderate
290 climate less than Anti 2 Anti-moderate
44 climate greater than Pro 2 Pro-moderate
44 climate greater than Pro 2 Pro-moderate
45 climate less than Pro 1 Pro-weak
45 climate less than Pro 1 Pro-weak
291 climate less than Anti 1 Anti-weak
291 climate less than Anti 1 Anti-weak
293 climate less than Anti 3 Anti-strong
293 climate less than Anti 3 Anti-strong
47 climate greater than Anti 2 Anti-moderate
47 climate greater than Anti 2 Anti-moderate
79 climate greater than Anti 1 Anti-weak
79 climate greater than Anti 1 Anti-weak
46 climate less than Anti 1 Anti-weak
46 climate less than Anti 1 Anti-weak
50 climate less than Anti 2 Anti-moderate
50 climate less than Anti 2 Anti-moderate
298 climate greater than Anti 1 Anti-weak
298 climate greater than Anti 1 Anti-weak
43 climate greater than Pro 2 Pro-moderate
43 climate greater than Pro 2 Pro-moderate
294 climate less than Anti 2 Anti-moderate
294 climate less than Anti 2 Anti-moderate
296 climate greater than Pro 1 Pro-weak
296 climate greater than Pro 1 Pro-weak
297 climate less than Anti 1 Anti-weak
297 climate less than Anti 1 Anti-weak
52 climate greater than Anti 2 Anti-moderate
52 climate greater than Anti 2 Anti-moderate
366 climate greater than Anti 2 Anti-moderate
366 climate greater than Anti 2 Anti-moderate
56 climate greater than Anti 2 Anti-moderate
56 climate greater than Anti 2 Anti-moderate
365 climate less than Anti 2 Anti-moderate
365 climate less than Anti 2 Anti-moderate
63 climate less than Anti 2 Anti-moderate
63 climate less than Anti 2 Anti-moderate
304 climate less than Pro 1 Pro-weak
304 climate less than Pro 1 Pro-weak
58 climate less than Anti 2 Anti-moderate
58 climate less than Anti 2 Anti-moderate
306 climate less than Anti 1 Anti-weak
306 climate less than Anti 1 Anti-weak
51 climate greater than Pro 2 Pro-moderate
51 climate greater than Pro 2 Pro-moderate
302 climate greater than Pro 2 Pro-moderate
302 climate greater than Pro 2 Pro-moderate
54 climate greater than Pro 3 Pro-strong
54 climate greater than Pro 3 Pro-strong
57 climate greater than Pro 2 Pro-moderate
57 climate greater than Pro 2 Pro-moderate
60 climate less than Anti 2 Anti-moderate
60 climate less than Anti 2 Anti-moderate
364 climate greater than Pro 3 Pro-strong
364 climate greater than Pro 3 Pro-strong
53 climate greater than Pro 2 Pro-moderate
53 climate greater than Pro 2 Pro-moderate
280 climate greater than Anti 1 Anti-weak
280 climate greater than Anti 1 Anti-weak
301 climate greater than Pro 2 Pro-moderate
301 climate greater than Pro 2 Pro-moderate
65 climate greater than Pro 2 Pro-moderate
65 climate greater than Pro 2 Pro-moderate
55 climate greater than Pro 2 Pro-moderate
55 climate greater than Pro 2 Pro-moderate
307 climate less than Anti 3 Anti-strong
307 climate less than Anti 3 Anti-strong
305 climate less than Pro 1 Pro-weak
305 climate less than Pro 1 Pro-weak
308 climate greater than Pro 2 Pro-moderate
308 climate greater than Pro 2 Pro-moderate
300 climate greater than Pro 2 Pro-moderate
300 climate greater than Pro 2 Pro-moderate
59 climate less than Anti 1 Anti-weak
59 climate less than Anti 1 Anti-weak
270 climate less than Pro 2 Pro-moderate
270 climate less than Pro 2 Pro-moderate
309 climate less than Anti 1 Anti-weak
309 climate less than Anti 1 Anti-weak
71 climate less than Anti 1 Anti-weak
71 climate less than Anti 1 Anti-weak
310 climate greater than Pro 1 Pro-weak
310 climate greater than Pro 1 Pro-weak
68 climate greater than Anti 1 Anti-weak
68 climate greater than Anti 1 Anti-weak
299 climate greater than Pro 2 Pro-moderate
299 climate greater than Pro 2 Pro-moderate
367 climate greater than Pro 2 Pro-moderate
367 climate greater than Pro 2 Pro-moderate
295 climate less than Anti 3 Anti-strong
295 climate less than Anti 3 Anti-strong
48 climate greater than Anti 1 Anti-weak
48 climate greater than Anti 1 Anti-weak
37 climate greater than Pro 2 Pro-moderate
37 climate greater than Pro 2 Pro-moderate
36 climate greater than Pro 2 Pro-moderate
36 climate greater than Pro 2 Pro-moderate
284 climate less than Anti 2 Anti-moderate
284 climate less than Anti 2 Anti-moderate
278 climate greater than Pro 2 Pro-moderate
278 climate greater than Pro 2 Pro-moderate
23 climate greater than Pro 1 Pro-weak
23 climate greater than Pro 1 Pro-weak
275 climate less than Pro 1 Pro-weak
275 climate less than Pro 1 Pro-weak
26 climate less than Anti 1 Anti-weak
26 climate less than Anti 1 Anti-weak
373 climate greater than Pro 2 Pro-moderate
373 climate greater than Pro 2 Pro-moderate
19 climate greater than Pro 2 Pro-moderate
19 climate greater than Pro 2 Pro-moderate
269 climate greater than Pro 1 Pro-weak
269 climate greater than Pro 1 Pro-weak
17 climate less than Anti 2 Anti-moderate
17 climate less than Anti 2 Anti-moderate
267 climate greater than Pro 2 Pro-moderate
267 climate greater than Pro 2 Pro-moderate
264 climate less than Anti 1 Anti-weak
264 climate less than Anti 1 Anti-weak
11 climate greater than Anti 2 Anti-moderate
11 climate greater than Anti 2 Anti-moderate
261 climate less than Anti 1 Anti-weak
261 climate less than Anti 1 Anti-weak
7 climate greater than Pro 1 Pro-weak
7 climate greater than Pro 1 Pro-weak
6 climate less than Anti 3 Anti-strong
6 climate less than Anti 3 Anti-strong
5 climate greater than Pro 1 Pro-weak
5 climate greater than Pro 1 Pro-weak
292 climate less than Pro 1 Pro-weak
292 climate less than Pro 1 Pro-weak
32 climate greater than Pro 2 Pro-moderate
32 climate greater than Pro 2 Pro-moderate
49 climate greater than Pro 2 Pro-moderate
49 climate greater than Pro 2 Pro-moderate
61 climate less than Anti 1 Anti-weak
61 climate less than Anti 1 Anti-weak
312 climate greater than Anti 1 Anti-weak
312 climate greater than Anti 1 Anti-weak
70 climate less than Anti 2 Anti-moderate
70 climate less than Anti 2 Anti-moderate
77 climate greater than Anti 1 Anti-weak
77 climate greater than Anti 1 Anti-weak
72 climate greater than Pro 2 Pro-moderate
72 climate greater than Pro 2 Pro-moderate
316 climate less than Anti 2 Anti-moderate
316 climate less than Anti 2 Anti-moderate
76 climate greater than Neutral NA Neutral
76 climate greater than Neutral NA Neutral
317 climate less than Neutral NA Neutral
317 climate less than Neutral NA Neutral
363 climate less than Pro 2 Pro-moderate
363 climate less than Pro 2 Pro-moderate
73 climate greater than Pro 2 Pro-moderate
73 climate greater than Pro 2 Pro-moderate
318 climate greater than Pro 1 Pro-weak
318 climate greater than Pro 1 Pro-weak
78 climate greater than Pro 2 Pro-moderate
78 climate greater than Pro 2 Pro-moderate
85 climate less than Anti 2 Anti-moderate
85 climate less than Anti 2 Anti-moderate
67 climate less than Anti 1 Anti-weak
67 climate less than Anti 1 Anti-weak
326 climate less than Anti 1 Anti-weak
326 climate less than Anti 1 Anti-weak
91 climate less than Anti 2 Anti-moderate
91 climate less than Anti 2 Anti-moderate
323 climate greater than Pro 2 Pro-moderate
323 climate greater than Pro 2 Pro-moderate
69 climate less than Anti 1 Anti-weak
69 climate less than Anti 1 Anti-weak
86 climate greater than Anti 2 Anti-moderate
86 climate greater than Anti 2 Anti-moderate
315 climate greater than Pro 2 Pro-moderate
315 climate greater than Pro 2 Pro-moderate
324 climate greater than Anti 1 Anti-weak
324 climate greater than Anti 1 Anti-weak
383 climate greater than Pro 2 Pro-moderate
383 climate greater than Pro 2 Pro-moderate
320 climate less than Anti 2 Anti-moderate
320 climate less than Anti 2 Anti-moderate
327 climate less than Pro 1 Pro-weak
327 climate less than Pro 1 Pro-weak
328 climate less than Anti 2 Anti-moderate
328 climate less than Anti 2 Anti-moderate
88 climate less than Neutral NA Neutral
88 climate less than Neutral NA Neutral
322 climate greater than Pro 2 Pro-moderate
322 climate greater than Pro 2 Pro-moderate
89 climate less than Anti 3 Anti-strong
89 climate less than Anti 3 Anti-strong
331 climate greater than Pro 2 Pro-moderate
331 climate greater than Pro 2 Pro-moderate
362 climate less than Anti 2 Anti-moderate
362 climate less than Anti 2 Anti-moderate
97 climate greater than Pro 2 Pro-moderate
97 climate greater than Pro 2 Pro-moderate
332 climate less than Pro 1 Pro-weak
332 climate less than Pro 1 Pro-weak
313 climate greater than Pro 2 Pro-moderate
313 climate greater than Pro 2 Pro-moderate
98 climate less than Anti 3 Anti-strong
98 climate less than Anti 3 Anti-strong
325 climate greater than Pro 2 Pro-moderate
325 climate greater than Pro 2 Pro-moderate
329 climate less than Anti 2 Anti-moderate
329 climate less than Anti 2 Anti-moderate
66 climate greater than Pro 1 Pro-weak
66 climate greater than Pro 1 Pro-weak
333 climate greater than Pro 2 Pro-moderate
333 climate greater than Pro 2 Pro-moderate
336 climate greater than Pro 2 Pro-moderate
336 climate greater than Pro 2 Pro-moderate
337 climate greater than Pro 1 Pro-weak
337 climate greater than Pro 1 Pro-weak
334 climate less than Anti 2 Anti-moderate
334 climate less than Anti 2 Anti-moderate
314 climate greater than Pro 1 Pro-weak
314 climate greater than Pro 1 Pro-weak
108 climate greater than Neutral NA Neutral
108 climate greater than Neutral NA Neutral
101 climate less than Anti 2 Anti-moderate
101 climate less than Anti 2 Anti-moderate
106 climate less than Anti 2 Anti-moderate
106 climate less than Anti 2 Anti-moderate
105 climate greater than Pro 1 Pro-weak
105 climate greater than Pro 1 Pro-weak
62 climate greater than Anti 3 Anti-strong
62 climate greater than Anti 3 Anti-strong
109 climate greater than Pro 3 Pro-strong
109 climate greater than Pro 3 Pro-strong
107 climate greater than Anti 2 Anti-moderate
107 climate greater than Anti 2 Anti-moderate
330 climate less than Anti 2 Anti-moderate
330 climate less than Anti 2 Anti-moderate
342 climate less than Anti 1 Anti-weak
342 climate less than Anti 1 Anti-weak
111 climate less than Anti 2 Anti-moderate
111 climate less than Anti 2 Anti-moderate
338 climate greater than Pro 2 Pro-moderate
338 climate greater than Pro 2 Pro-moderate
345 climate greater than Anti 1 Anti-weak
345 climate greater than Anti 1 Anti-weak
289 climate greater than Anti 1 Anti-weak
289 climate greater than Anti 1 Anti-weak
344 climate less than Pro 2 Pro-moderate
344 climate less than Pro 2 Pro-moderate
112 climate greater than Pro 2 Pro-moderate
112 climate greater than Pro 2 Pro-moderate
100 climate less than Anti 2 Anti-moderate
100 climate less than Anti 2 Anti-moderate
343 climate less than Anti 1 Anti-weak
343 climate less than Anti 1 Anti-weak
99 climate less than Anti 1 Anti-weak
99 climate less than Anti 1 Anti-weak
75 climate less than Anti 2 Anti-moderate
75 climate less than Anti 2 Anti-moderate
94 climate greater than Pro 3 Pro-strong
94 climate greater than Pro 3 Pro-strong
93 climate greater than Pro 2 Pro-moderate
93 climate greater than Pro 2 Pro-moderate
96 climate greater than Pro 2 Pro-moderate
96 climate greater than Pro 2 Pro-moderate
321 climate less than Anti 2 Anti-moderate
321 climate less than Anti 2 Anti-moderate
87 climate less than Anti 2 Anti-moderate
87 climate less than Anti 2 Anti-moderate
90 climate less than Anti 2 Anti-moderate
90 climate less than Anti 2 Anti-moderate
113 climate greater than Pro 2 Pro-moderate
113 climate greater than Pro 2 Pro-moderate
102 climate greater than Pro 2 Pro-moderate
102 climate greater than Pro 2 Pro-moderate
110 climate less than Anti 1 Anti-weak
110 climate less than Anti 1 Anti-weak
115 climate greater than Pro 2 Pro-moderate
115 climate greater than Pro 2 Pro-moderate
95 climate greater than Pro 2 Pro-moderate
95 climate greater than Pro 2 Pro-moderate
103 climate greater than Pro 2 Pro-moderate
103 climate greater than Pro 2 Pro-moderate
339 climate less than Anti 1 Anti-weak
339 climate less than Anti 1 Anti-weak
350 climate greater than Pro 2 Pro-moderate
350 climate greater than Pro 2 Pro-moderate
341 climate greater than Pro 2 Pro-moderate
341 climate greater than Pro 2 Pro-moderate
114 climate greater than Pro 2 Pro-moderate
114 climate greater than Pro 2 Pro-moderate
335 climate less than Anti 1 Anti-weak
335 climate less than Anti 1 Anti-weak
351 climate less than Anti 2 Anti-moderate
351 climate less than Anti 2 Anti-moderate
349 climate greater than Pro 2 Pro-moderate
349 climate greater than Pro 2 Pro-moderate
348 climate greater than Pro 1 Pro-weak
348 climate greater than Pro 1 Pro-weak
104 climate less than Neutral NA Neutral
104 climate less than Neutral NA Neutral
319 climate less than Anti 2 Anti-moderate
319 climate less than Anti 2 Anti-moderate
356 climate greater than Pro 3 Pro-strong
356 climate greater than Pro 3 Pro-strong
352 climate greater than Pro 2 Pro-moderate
352 climate greater than Pro 2 Pro-moderate
118 climate less than Anti 1 Anti-weak
118 climate less than Anti 1 Anti-weak
116 climate less than Neutral NA Neutral
116 climate less than Neutral NA Neutral
117 climate greater than Pro 2 Pro-moderate
117 climate greater than Pro 2 Pro-moderate
354 climate less than Anti 2 Anti-moderate
354 climate less than Anti 2 Anti-moderate
346 climate greater than Pro 1 Pro-weak
346 climate greater than Pro 1 Pro-weak
120 climate greater than Pro 2 Pro-moderate
120 climate greater than Pro 2 Pro-moderate
74 climate greater than Pro 2 Pro-moderate
74 climate greater than Pro 2 Pro-moderate
122 climate less than Anti 1 Anti-weak
122 climate less than Anti 1 Anti-weak
124 climate less than Pro 2 Pro-moderate
124 climate less than Pro 2 Pro-moderate
123 climate greater than Pro 2 Pro-moderate
123 climate greater than Pro 2 Pro-moderate
359 climate less than Anti 2 Anti-moderate
359 climate less than Anti 2 Anti-moderate
357 climate greater than Pro 1 Pro-weak
357 climate greater than Pro 1 Pro-weak
361 climate less than Anti 1 Anti-weak
361 climate less than Anti 1 Anti-weak
121 climate less than Anti 2 Anti-moderate
121 climate less than Anti 2 Anti-moderate
340 climate less than Pro 2 Pro-moderate
340 climate less than Pro 2 Pro-moderate
127 climate less than Anti 1 Anti-weak
127 climate less than Anti 1 Anti-weak
353 climate less than Pro 3 Pro-strong
353 climate less than Pro 3 Pro-strong
128 climate greater than Pro 1 Pro-weak
128 climate greater than Pro 1 Pro-weak
129 climate less than Anti 2 Anti-moderate
129 climate less than Anti 2 Anti-moderate
347 climate less than Anti 2 Anti-moderate
347 climate less than Anti 2 Anti-moderate
311 climate less than Anti 1 Anti-weak
311 climate less than Anti 1 Anti-weak
386 climate greater than Pro 1 Pro-weak
386 climate greater than Pro 1 Pro-weak
384 climate greater than Pro 1 Pro-weak
384 climate greater than Pro 1 Pro-weak
64 climate less than Anti 1 Anti-weak
64 climate less than Anti 1 Anti-weak
133 climate greater than Pro 1 Pro-weak
133 climate greater than Pro 1 Pro-weak
125 climate less than Anti 1 Anti-weak
125 climate less than Anti 1 Anti-weak
360 climate greater than Pro 3 Pro-strong
360 climate greater than Pro 3 Pro-strong
387 climate greater than Pro 2 Pro-moderate
387 climate greater than Pro 2 Pro-moderate
385 climate greater than Pro 2 Pro-moderate
385 climate greater than Pro 2 Pro-moderate
389 climate greater than Pro 2 Pro-moderate
389 climate greater than Pro 2 Pro-moderate
119 climate greater than Pro 2 Pro-moderate
119 climate greater than Pro 2 Pro-moderate
126 climate less than Anti 3 Anti-strong
126 climate less than Anti 3 Anti-strong
132 climate less than Anti 2 Anti-moderate
132 climate less than Anti 2 Anti-moderate
390 climate greater than Pro 1 Pro-weak
390 climate greater than Pro 1 Pro-weak
391 climate greater than Anti 2 Anti-moderate
391 climate greater than Anti 2 Anti-moderate
134 climate greater than Pro 1 Pro-weak
134 climate greater than Pro 1 Pro-weak
135 climate greater than Pro 2 Pro-moderate
135 climate greater than Pro 2 Pro-moderate
131 climate greater than Pro 2 Pro-moderate
131 climate greater than Pro 2 Pro-moderate
388 climate less than Anti 2 Anti-moderate
388 climate less than Anti 2 Anti-moderate
393 climate greater than Pro 3 Pro-strong
393 climate greater than Pro 3 Pro-strong
392 climate less than Pro 1 Pro-weak
392 climate less than Pro 1 Pro-weak
396 climate less than Anti 2 Anti-moderate
396 climate less than Anti 2 Anti-moderate
138 climate greater than Pro 2 Pro-moderate
138 climate greater than Pro 2 Pro-moderate
136 climate greater than Anti 2 Anti-moderate
136 climate greater than Anti 2 Anti-moderate
139 climate less than Pro 1 Pro-weak
139 climate less than Pro 1 Pro-weak
504 climate less than Anti 2 Anti-moderate
504 climate less than Anti 2 Anti-moderate
397 climate greater than Pro 1 Pro-weak
397 climate greater than Pro 1 Pro-weak
395 climate greater than Anti 2 Anti-moderate
395 climate greater than Anti 2 Anti-moderate
394 climate greater than Anti 1 Anti-weak
394 climate greater than Anti 1 Anti-weak
142 climate less than Anti 2 Anti-moderate
142 climate less than Anti 2 Anti-moderate
141 climate greater than Anti 2 Anti-moderate
141 climate greater than Anti 2 Anti-moderate
137 climate less than Pro 2 Pro-moderate
137 climate less than Pro 2 Pro-moderate
145 climate greater than Pro 1 Pro-weak
145 climate greater than Pro 1 Pro-weak
22 climate less than Anti 2 Anti-moderate
22 climate less than Anti 2 Anti-moderate
144 climate less than Pro 2 Pro-moderate
144 climate less than Pro 2 Pro-moderate
400 climate greater than Pro 1 Pro-weak
400 climate greater than Pro 1 Pro-weak
146 climate greater than Anti 2 Anti-moderate
146 climate greater than Anti 2 Anti-moderate
398 climate greater than Anti 1 Anti-weak
398 climate greater than Anti 1 Anti-weak
148 climate greater than Anti 1 Anti-weak
148 climate greater than Anti 1 Anti-weak
140 climate greater than Pro 2 Pro-moderate
140 climate greater than Pro 2 Pro-moderate
503 climate less than Anti 2 Anti-moderate
503 climate less than Anti 2 Anti-moderate
399 climate less than Anti 1 Anti-weak
399 climate less than Anti 1 Anti-weak
401 climate greater than Anti 1 Anti-weak
401 climate greater than Anti 1 Anti-weak
149 climate greater than Anti 2 Anti-moderate
149 climate greater than Anti 2 Anti-moderate
143 climate less than Anti 3 Anti-strong
143 climate less than Anti 3 Anti-strong
403 climate less than Anti 1 Anti-weak
403 climate less than Anti 1 Anti-weak
147 climate greater than Pro 2 Pro-moderate
147 climate greater than Pro 2 Pro-moderate
150 climate greater than Anti 1 Anti-weak
150 climate greater than Anti 1 Anti-weak
153 climate less than Pro 1 Pro-weak
153 climate less than Pro 1 Pro-weak
152 climate less than Pro 3 Pro-strong
152 climate less than Pro 3 Pro-strong
404 climate greater than Anti 1 Anti-weak
404 climate greater than Anti 1 Anti-weak
154 climate less than Anti 1 Anti-weak
154 climate less than Anti 1 Anti-weak
358 climate greater than Pro 1 Pro-weak
358 climate greater than Pro 1 Pro-weak
151 climate less than Anti 1 Anti-weak
151 climate less than Anti 1 Anti-weak
402 climate less than Pro 1 Pro-weak
402 climate less than Pro 1 Pro-weak
130 climate greater than Pro 2 Pro-moderate
130 climate greater than Pro 2 Pro-moderate
155 climate greater than Pro 1 Pro-weak
155 climate greater than Pro 1 Pro-weak
500 climate less than Anti 1 Anti-weak
500 climate less than Anti 1 Anti-weak
156 climate less than Anti 3 Anti-strong
156 climate less than Anti 3 Anti-strong
406 climate greater than Pro 2 Pro-moderate
406 climate greater than Pro 2 Pro-moderate
502 climate greater than Anti 2 Anti-moderate
502 climate greater than Anti 2 Anti-moderate
408 climate less than Pro 1 Pro-weak
408 climate less than Pro 1 Pro-weak
407 climate greater than Anti 2 Anti-moderate
407 climate greater than Anti 2 Anti-moderate
161 climate greater than Pro 2 Pro-moderate
161 climate greater than Pro 2 Pro-moderate
409 climate less than Pro 1 Pro-weak
409 climate less than Pro 1 Pro-weak
159 climate greater than Anti 2 Anti-moderate
159 climate greater than Anti 2 Anti-moderate
411 climate less than Pro 1 Pro-weak
411 climate less than Pro 1 Pro-weak
410 climate greater than Pro 2 Pro-moderate
410 climate greater than Pro 2 Pro-moderate
163 climate greater than Anti 2 Anti-moderate
163 climate greater than Anti 2 Anti-moderate
412 climate greater than Anti 1 Anti-weak
412 climate greater than Anti 1 Anti-weak
497 climate greater than Anti 1 Anti-weak
497 climate greater than Anti 1 Anti-weak
495 climate less than Anti 2 Anti-moderate
495 climate less than Anti 2 Anti-moderate
167 climate greater than Anti 2 Anti-moderate
167 climate greater than Anti 2 Anti-moderate
355 climate less than Anti 3 Anti-strong
355 climate less than Anti 3 Anti-strong
168 climate greater than Anti 1 Anti-weak
168 climate greater than Anti 1 Anti-weak
416 climate greater than Anti 2 Anti-moderate
416 climate greater than Anti 2 Anti-moderate
415 climate greater than Pro 2 Pro-moderate
415 climate greater than Pro 2 Pro-moderate
170 climate greater than Neutral NA Neutral
170 climate greater than Neutral NA Neutral
417 climate greater than Pro 2 Pro-moderate
417 climate greater than Pro 2 Pro-moderate
493 climate greater than Anti 1 Anti-weak
493 climate greater than Anti 1 Anti-weak
171 climate greater than Anti 3 Anti-strong
171 climate greater than Anti 3 Anti-strong
419 climate greater than Anti 1 Anti-weak
419 climate greater than Anti 1 Anti-weak
420 climate greater than Anti 2 Anti-moderate
420 climate greater than Anti 2 Anti-moderate
173 climate greater than Anti 1 Anti-weak
173 climate greater than Anti 1 Anti-weak
172 climate less than Pro 2 Pro-moderate
172 climate less than Pro 2 Pro-moderate
421 climate less than Pro 1 Pro-weak
421 climate less than Pro 1 Pro-weak
418 climate greater than Anti 2 Anti-moderate
418 climate greater than Anti 2 Anti-moderate
176 climate less than Pro 1 Pro-weak
176 climate less than Pro 1 Pro-weak
175 climate greater than Pro 1 Pro-weak
175 climate greater than Pro 1 Pro-weak
423 climate less than Pro 2 Pro-moderate
423 climate less than Pro 2 Pro-moderate
177 climate greater than Neutral NA Neutral
177 climate greater than Neutral NA Neutral
424 climate less than Pro 1 Pro-weak
424 climate less than Pro 1 Pro-weak
422 climate greater than Pro 2 Pro-moderate
422 climate greater than Pro 2 Pro-moderate
426 climate less than Pro 1 Pro-weak
426 climate less than Pro 1 Pro-weak
178 climate greater than Anti 1 Anti-weak
178 climate greater than Anti 1 Anti-weak
425 climate less than Pro 2 Pro-moderate
425 climate less than Pro 2 Pro-moderate
180 climate less than Pro 1 Pro-weak
180 climate less than Pro 1 Pro-weak
174 climate greater than Anti 1 Anti-weak
174 climate greater than Anti 1 Anti-weak
181 climate greater than Anti 2 Anti-moderate
181 climate greater than Anti 2 Anti-moderate
430 climate greater than Anti 1 Anti-weak
430 climate greater than Anti 1 Anti-weak
183 climate less than Pro 3 Pro-strong
183 climate less than Pro 3 Pro-strong
184 climate less than Pro 1 Pro-weak
184 climate less than Pro 1 Pro-weak
432 climate less than Pro 1 Pro-weak
432 climate less than Pro 1 Pro-weak
491 climate less than Pro 1 Pro-weak
491 climate less than Pro 1 Pro-weak
188 climate less than Pro 2 Pro-moderate
188 climate less than Pro 2 Pro-moderate
189 climate less than Pro 1 Pro-weak
189 climate less than Pro 1 Pro-weak
433 climate less than Pro 1 Pro-weak
433 climate less than Pro 1 Pro-weak
191 climate greater than Anti 2 Anti-moderate
191 climate greater than Anti 2 Anti-moderate
435 climate greater than Anti 1 Anti-weak
435 climate greater than Anti 1 Anti-weak
192 climate greater than Anti 2 Anti-moderate
192 climate greater than Anti 2 Anti-moderate
193 climate less than Anti 2 Anti-moderate
193 climate less than Anti 2 Anti-moderate
489 climate less than Pro 2 Pro-moderate
489 climate less than Pro 2 Pro-moderate
485 climate less than Pro 1 Pro-weak
485 climate less than Pro 1 Pro-weak
199 climate less than Pro 2 Pro-moderate
199 climate less than Pro 2 Pro-moderate
436 climate less than Pro 2 Pro-moderate
436 climate less than Pro 2 Pro-moderate
200 climate less than Pro 2 Pro-moderate
200 climate less than Pro 2 Pro-moderate
201 climate less than Pro 1 Pro-weak
201 climate less than Pro 1 Pro-weak
439 climate less than Pro 2 Pro-moderate
439 climate less than Pro 2 Pro-moderate
440 climate greater than Anti 1 Anti-weak
440 climate greater than Anti 1 Anti-weak
203 climate less than Pro 1 Pro-weak
203 climate less than Pro 1 Pro-weak
441 climate less than Pro 1 Pro-weak
441 climate less than Pro 1 Pro-weak
204 climate less than Pro 1 Pro-weak
204 climate less than Pro 1 Pro-weak
483 climate greater than Anti 1 Anti-weak
483 climate greater than Anti 1 Anti-weak
482 climate greater than Anti 1 Anti-weak
482 climate greater than Anti 1 Anti-weak
206 climate greater than Anti 2 Anti-moderate
206 climate greater than Anti 2 Anti-moderate
481 climate less than Neutral NA Neutral
481 climate less than Neutral NA Neutral
442 climate greater than Anti 1 Anti-weak
442 climate greater than Anti 1 Anti-weak
208 climate greater than Anti 1 Anti-weak
208 climate greater than Anti 1 Anti-weak
209 climate greater than Anti 1 Anti-weak
209 climate greater than Anti 1 Anti-weak
443 climate greater than Anti 3 Anti-strong
443 climate greater than Anti 3 Anti-strong
210 climate greater than Pro 1 Pro-weak
210 climate greater than Pro 1 Pro-weak
444 climate less than Pro 1 Pro-weak
444 climate less than Pro 1 Pro-weak
211 climate greater than Anti 1 Anti-weak
211 climate greater than Anti 1 Anti-weak
212 climate greater than Anti 3 Anti-strong
212 climate greater than Anti 3 Anti-strong
445 climate greater than Neutral NA Neutral
445 climate greater than Neutral NA Neutral
446 climate less than Pro 1 Pro-weak
446 climate less than Pro 1 Pro-weak
213 climate less than Pro 2 Pro-moderate
213 climate less than Pro 2 Pro-moderate
214 climate less than Neutral NA Neutral
214 climate less than Neutral NA Neutral
480 climate less than Pro 1 Pro-weak
480 climate less than Pro 1 Pro-weak
215 climate greater than Anti 2 Anti-moderate
215 climate greater than Anti 2 Anti-moderate
447 climate less than Pro 1 Pro-weak
447 climate less than Pro 1 Pro-weak
217 climate greater than Anti 2 Anti-moderate
217 climate greater than Anti 2 Anti-moderate
218 climate less than Pro 2 Pro-moderate
218 climate less than Pro 2 Pro-moderate
220 climate greater than Anti 2 Anti-moderate
220 climate greater than Anti 2 Anti-moderate
453 climate less than Pro 2 Pro-moderate
453 climate less than Pro 2 Pro-moderate
221 climate less than Neutral NA Neutral
221 climate less than Neutral NA Neutral
479 climate greater than Anti 2 Anti-moderate
479 climate greater than Anti 2 Anti-moderate
223 climate greater than Anti 1 Anti-weak
223 climate greater than Anti 1 Anti-weak
224 climate greater than Anti 1 Anti-weak
224 climate greater than Anti 1 Anti-weak
225 climate greater than Anti 1 Anti-weak
225 climate greater than Anti 1 Anti-weak
455 climate greater than Pro 3 Pro-strong
455 climate greater than Pro 3 Pro-strong
456 climate less than Pro 2 Pro-moderate
456 climate less than Pro 2 Pro-moderate
228 climate greater than Anti 1 Anti-weak
228 climate greater than Anti 1 Anti-weak
229 climate less than Pro 1 Pro-weak
229 climate less than Pro 1 Pro-weak
458 climate greater than Anti 3 Anti-strong
458 climate greater than Anti 3 Anti-strong
230 climate greater than Anti 2 Anti-moderate
230 climate greater than Anti 2 Anti-moderate
231 climate less than Pro 2 Pro-moderate
231 climate less than Pro 2 Pro-moderate
459 climate less than Pro 1 Pro-weak
459 climate less than Pro 1 Pro-weak
460 climate less than Pro 1 Pro-weak
460 climate less than Pro 1 Pro-weak
235 climate less than Pro 2 Pro-moderate
235 climate less than Pro 2 Pro-moderate
462 climate greater than Anti 1 Anti-weak
462 climate greater than Anti 1 Anti-weak
236 climate greater than Pro 1 Pro-weak
236 climate greater than Pro 1 Pro-weak
238 climate less than Neutral NA Neutral
238 climate less than Neutral NA Neutral
463 climate greater than Anti 1 Anti-weak
463 climate greater than Anti 1 Anti-weak
239 climate greater than Anti 2 Anti-moderate
239 climate greater than Anti 2 Anti-moderate
464 climate greater than Anti 2 Anti-moderate
464 climate greater than Anti 2 Anti-moderate
465 climate less than Pro 1 Pro-weak
465 climate less than Pro 1 Pro-weak
240 climate less than Pro 1 Pro-weak
240 climate less than Pro 1 Pro-weak
466 climate less than Pro 2 Pro-moderate
466 climate less than Pro 2 Pro-moderate
241 climate greater than Anti 1 Anti-weak
241 climate greater than Anti 1 Anti-weak
467 climate less than Pro 2 Pro-moderate
467 climate less than Pro 2 Pro-moderate
468 climate less than Anti 2 Anti-moderate
468 climate less than Anti 2 Anti-moderate
242 climate less than Pro 2 Pro-moderate
242 climate less than Pro 2 Pro-moderate
243 climate less than Anti 2 Anti-moderate
243 climate less than Anti 2 Anti-moderate
469 climate greater than Anti 2 Anti-moderate
469 climate greater than Anti 2 Anti-moderate
244 climate less than Anti 3 Anti-strong
244 climate less than Anti 3 Anti-strong
475 climate less than Neutral NA Neutral
475 climate less than Neutral NA Neutral
246 climate less than Neutral NA Neutral
246 climate less than Neutral NA Neutral
245 climate greater than Anti 1 Anti-weak
245 climate greater than Anti 1 Anti-weak
470 climate less than Anti 2 Anti-moderate
470 climate less than Anti 2 Anti-moderate
247 climate less than Pro 1 Pro-weak
247 climate less than Pro 1 Pro-weak
474 climate less than Anti 2 Anti-moderate
474 climate less than Anti 2 Anti-moderate
249 climate greater than Pro 2 Pro-moderate
249 climate greater than Pro 2 Pro-moderate
471 climate less than Pro 3 Pro-strong
471 climate less than Pro 3 Pro-strong
472 climate greater than Pro 2 Pro-moderate
472 climate greater than Pro 2 Pro-moderate
473 climate less than Anti 2 Anti-moderate
473 climate less than Anti 2 Anti-moderate
251 climate greater than Anti 2 Anti-moderate
251 climate greater than Anti 2 Anti-moderate
250 climate greater than Neutral NA Neutral
250 climate greater than Neutral NA Neutral
248 climate greater than Anti 1 Anti-weak
248 climate greater than Anti 1 Anti-weak
476 climate greater than Neutral NA Neutral
476 climate greater than Neutral NA Neutral
237 climate less than Neutral NA Neutral
237 climate less than Neutral NA Neutral
461 climate less than Pro 2 Pro-moderate
461 climate less than Pro 2 Pro-moderate
234 climate greater than Anti 1 Anti-weak
234 climate greater than Anti 1 Anti-weak
233 climate less than Pro 1 Pro-weak
233 climate less than Pro 1 Pro-weak
477 climate less than Pro 1 Pro-weak
477 climate less than Pro 1 Pro-weak
232 climate less than Pro 2 Pro-moderate
232 climate less than Pro 2 Pro-moderate
478 climate less than Pro 2 Pro-moderate
478 climate less than Pro 2 Pro-moderate
457 climate greater than Anti 1 Anti-weak
457 climate greater than Anti 1 Anti-weak
227 climate less than Pro 2 Pro-moderate
227 climate less than Pro 2 Pro-moderate
226 climate less than Pro 2 Pro-moderate
226 climate less than Pro 2 Pro-moderate
454 climate less than Pro 1 Pro-weak
454 climate less than Pro 1 Pro-weak
222 climate less than Pro 2 Pro-moderate
222 climate less than Pro 2 Pro-moderate
452 climate greater than Anti 2 Anti-moderate
452 climate greater than Anti 2 Anti-moderate
451 climate less than Pro 1 Pro-weak
451 climate less than Pro 1 Pro-weak
450 climate less than Pro 1 Pro-weak
450 climate less than Pro 1 Pro-weak
219 climate greater than Anti 1 Anti-weak
219 climate greater than Anti 1 Anti-weak
449 climate greater than Anti 2 Anti-moderate
449 climate greater than Anti 2 Anti-moderate
448 climate greater than Anti 1 Anti-weak
448 climate greater than Anti 1 Anti-weak
216 climate less than Anti 1 Anti-weak
216 climate less than Anti 1 Anti-weak
207 climate less than Pro 2 Pro-moderate
207 climate less than Pro 2 Pro-moderate
205 climate greater than Anti 2 Anti-moderate
205 climate greater than Anti 2 Anti-moderate
202 climate less than Pro 1 Pro-weak
202 climate less than Pro 1 Pro-weak
484 climate greater than Anti 3 Anti-strong
484 climate greater than Anti 3 Anti-strong
438 climate greater than Anti 1 Anti-weak
438 climate greater than Anti 1 Anti-weak
437 climate less than Pro 2 Pro-moderate
437 climate less than Pro 2 Pro-moderate
198 climate less than Neutral NA Neutral
198 climate less than Neutral NA Neutral
197 climate greater than Anti 2 Anti-moderate
197 climate greater than Anti 2 Anti-moderate
486 climate greater than Anti 2 Anti-moderate
486 climate greater than Anti 2 Anti-moderate
487 climate less than Pro 2 Pro-moderate
487 climate less than Pro 2 Pro-moderate
196 climate less than Pro 3 Pro-strong
196 climate less than Pro 3 Pro-strong
195 climate greater than Anti 2 Anti-moderate
195 climate greater than Anti 2 Anti-moderate
488 climate less than Pro 1 Pro-weak
488 climate less than Pro 1 Pro-weak
194 climate greater than Anti 2 Anti-moderate
194 climate greater than Anti 2 Anti-moderate
490 climate less than Pro 1 Pro-weak
490 climate less than Pro 1 Pro-weak
434 climate greater than Anti 1 Anti-weak
434 climate greater than Anti 1 Anti-weak
190 climate greater than Anti 1 Anti-weak
190 climate greater than Anti 1 Anti-weak
187 climate less than Pro 2 Pro-moderate
187 climate less than Pro 2 Pro-moderate
186 climate less than Pro 3 Pro-strong
186 climate less than Pro 3 Pro-strong
185 climate less than Pro 1 Pro-weak
185 climate less than Pro 1 Pro-weak
492 climate greater than Anti 1 Anti-weak
492 climate greater than Anti 1 Anti-weak
182 climate greater than Anti 2 Anti-moderate
182 climate greater than Anti 2 Anti-moderate
429 climate less than Pro 1 Pro-weak
429 climate less than Pro 1 Pro-weak
428 climate greater than Anti 2 Anti-moderate
428 climate greater than Anti 2 Anti-moderate
427 climate less than Pro 1 Pro-weak
427 climate less than Pro 1 Pro-weak
179 climate greater than Pro 2 Pro-moderate
179 climate greater than Pro 2 Pro-moderate
169 climate less than Pro 2 Pro-moderate
169 climate less than Pro 2 Pro-moderate
494 climate less than Anti 1 Anti-weak
494 climate less than Anti 1 Anti-weak
414 climate greater than Anti 2 Anti-moderate
414 climate greater than Anti 2 Anti-moderate
496 climate greater than Anti 1 Anti-weak
496 climate greater than Anti 1 Anti-weak
166 climate greater than Anti 3 Anti-strong
166 climate greater than Anti 3 Anti-strong
164 climate greater than Anti 2 Anti-moderate
164 climate greater than Anti 2 Anti-moderate
413 climate less than Anti 1 Anti-weak
413 climate less than Anti 1 Anti-weak
165 climate less than Anti 2 Anti-moderate
165 climate less than Anti 2 Anti-moderate
499 climate greater than Neutral NA Neutral
499 climate greater than Neutral NA Neutral
162 climate less than Anti 2 Anti-moderate
162 climate less than Anti 2 Anti-moderate
157 climate less than Anti 1 Anti-weak
157 climate less than Anti 1 Anti-weak
498 climate greater than Anti 1 Anti-weak
498 climate greater than Anti 1 Anti-weak
160 climate greater than Anti 1 Anti-weak
160 climate greater than Anti 1 Anti-weak
158 climate greater than Pro 1 Pro-weak
158 climate greater than Pro 1 Pro-weak
501 climate less than Pro 2 Pro-moderate
501 climate less than Pro 2 Pro-moderate
405 climate greater than Anti 3 Anti-strong
405 climate greater than Anti 3 Anti-strong
431 climate less than Pro 2 Pro-moderate
431 climate less than Pro 2 Pro-moderate

Overlap between issue and ideo motives

Overall overlap

mot_overlap <- data_mot %>%
  filter(!is.na(issue_motive) & !is.na(ideo_motive) & !question_topic %in% 
           c("selfenhancement", "brain", "teaculture", "cats")) %>%
  summarise(same_motive_percentage = mean(issue_motive == ideo_motive) * 100)

tt(mot_overlap)
tinytable_efx155jcnxqe1pggl4hk
same_motive_percentage
57.2

Final data frames

Full pre-registered analysis data

Create an analysis data frame with all relevant variables of all participants.

data_analysis <- data_mot %>% 
  mutate(response = as.numeric(response),
         response_proportion = as.numeric(response) / 100,
         across(where(is.character), as.factor),
         issue_motive = factor(issue_motive, 
                               levels = c("Anti", "Neutral", "Pro")),
         issue_strength = as.factor(issue_strength),
         issue_motive_strength = factor(issue_motive_strength,
                                        levels = c("Anti-strong", 
                                                   "Anti-moderate",
                                                   "Neutral",
                                                   "Pro-moderate",
                                                   "Pro-strong"
                                                   )),
         ideo_motive = factor(ideo_motive,
                              levels = c("Anti", "Neutral", "Pro")),
         ideo_strength = as.factor(ideo_strength),
         ideo_motive_strength = factor(ideo_motive_strength,
                                       levels = c("Anti-strong", 
                                                  "Anti-moderate",
                                                  "Anti-weak",
                                                  "Neutral",
                                                  "Pro-weak",
                                                  "Pro-moderate",
                                                  "Pro-strong"
                                                   )),
         ) %>% 
  select(subj_idx:ideology_num,ideo_group,
         partisanship:rt_nogo_avg, 
         Screen:response, response_proportion, rt, 
         correct_answer,
         news_source, issue_motive, issue_strength, issue_motive_strength,
         ideo_motive, ideo_strength, ideo_motive_strength, 
         questionnaire_attention_check, task_attention_check, 
         attention_start, attention_end, issue_direction, ideo_direction)

Robust data

Create another analysis data frame with the same variables but additional filters that were not pre-registered.

  • attention_start != “Yes”

  • attention_end != “Yes”

  • task_attention_check != “passed”

  • overall_accuracy < 50

data_robust_analysis <- data_analysis 

# Filter out attention_start != "Yes"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(attention_start == "Yes")
att_start_filter <- initial_rows - nrow(data_robust_analysis)

# Filter out attention_end != "Yes"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(attention_end == "Yes")
att_end_filter <- initial_rows - nrow(data_robust_analysis)

# Filter out task_attention_check != "passed"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(task_attention_check == "passed")
att_task_filter <- initial_rows - nrow(data_robust_analysis)

# Filter out overall_accuracy < 50
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(overall_accuracy >= 50)
att_gng_filter <- initial_rows - nrow(data_robust_analysis)

# Create a tibble with the filter information, including duplicate filter
robust_info <- tibble::tibble(
  Filter = c(
    "Rows removed by attention_start != Yes",
    "Rows removed by attention_end != Yes",
    "Rows removed by task_attention_check != passed",
    "Rows removed by overall_accuracy < 50"
  ),
  n = c(
    att_start_filter,
    att_end_filter,
    att_task_filter,
    att_gng_filter
  )
)

robust_info %>% 
  tt()
tinytable_rv4tuncqn75haaqwd3h2
Filter n
Rows removed by attention_start != Yes 22
Rows removed by attention_end != Yes 177
Rows removed by task_attention_check != passed 155
Rows removed by overall_accuracy < 50 86

How many participants made it through all robustness exclusions?

data_robust_analysis %>%
  summarise(num_participants = n_distinct(subj_idx)) %>% 
  pull(num_participants)
[1] 484

Save data

# full processed data frame with all variables
write_csv(data_mot, here("01_data", "analysis", "data_full_processed.csv"), 
          na = "", append = FALSE, col_names = TRUE)

# data frame with selected variables
write_csv(data_analysis, here("01_data", "analysis", "data_analysis.csv"), 
          na = "", append = FALSE, col_names = TRUE)

# data frame for robustness analyses
write_csv(data_robust_analysis, here("01_data", "analysis",
                                     "data_robust_analysis.csv"), 
          na = "", append = FALSE, col_names = TRUE)
save(data_analysis, file = here("01_data", "analysis", "data_analysis.RData"))

save(data_robust_analysis, file = 
       here("01_data", "analysis", "data_robust_analysis.RData"))

save(data_combined, file = here("01_data", "scored", "data_questionnaire_gng_combined.RData"))